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McCarten caught a train to Cambridge to try to convince Jane Hawking to let him adapt her memoirs Travelling to Infinity: My Life with Stephen for the big screen immediately after reading them.
"I felt that if I didn't do something about it, I would always regret it because stories like this seldom come along. So, I raced up to Cambridge, knocked on Jane's door and tried to win her trust," he told the Herald.
"I'd never done that before - been that crazy stalker that goes and knocks on someone's door - and I've not done it since, but I felt compelled to because that's how passionately engaged I was with the material.
"It's such an incredible story that if Stephen Hawking didn't exist I don't think we'd believe it.
Read more: How Kiwi brought Hawking love story to screen
British star Redmayne, who is hotly tipped for Oscar glory later this month after already winning a Golden Globe, thanked Hawking and his family "for reminding me of the great strength that comes from the will to live a full and passionate life".
"Our dream as actors is to tell interesting stories about interesting people and they don't come more interesting than this," he said.
On the red carpet, Redmayne said he had been "galvanised" by the hope that the film would raise awareness of Hawking's condition and had been to a clinic for four months to prepare for the role.
The awards this year favoured sensitive portrayals of illness and simple emotions and gave a lifetime achievement prize to director Mike Leigh, who is famous for his down-to-earth portrayals of working class life.
Boyhood, a family drama that follows a six-year-old boy, Ellar Coltrane, as he grows up and also features Ethan Hawke as his father, took home the best film prize at the Baftas.
Coltrane said it showed "the simplicity of human interaction", adding: "It was really scary to release something so close to us".
Best actress went to US star Julianne Moore for Still Alice - a painstaking portrayal of a professor diagnosed with Alzheimer's disease.
Moore broke down as she thanked her family in her acceptance speech.
Cumberbatch snub
Five nominees - Redmayne, Benedict Cumberbatch, Felicity Jones, Keira Knightley and Rosamund Pike - are also Oscar hopefuls, part of what has been described as a "British invasion" of Hollywood.
Jones, who is still waiting for her big break, was nominated for her role as Hawking's wife Jane in a film that concentrates on their love story as students and the beginning of his disease.
Pike said her role in the thriller Gone Girl covered "all facets of being a woman, to be sort of sexy and fun-loving, to be manipulative, to be devious, to be challenging, to be angry".
The awards were held in London's Royal Opera House and Hollywood star Tom Cruise, ex-footballer David Beckham and Hawking himself were among the presenters.
Wes Anderson's comedy Grand Budapest Hotel was the biggest winner of the night, taking home five awards.
But the jury snubbed "The Imitation Game" starring Cumberbatch, which had received nine nominations.
The documentary Citizenfour about US intelligence leaker Edward Snowden won a BAFTA but there was no-one to pick up the award as director Laura Poitras is afraid of being prosecuted in the UK.
The ceremony also paid tribute to former British Academy director Richard Attenborough, an award-winning director who died last year aged 90.
Prince William and Robert Downey Jr, who played Charlie Chaplin in Attenborough's biopic, praised the late director in pre-recorded video messages.
Downey quoted from a Chaplin song saying: "Smile, though your heart is aching!"
Hawking presented an award for best special effects, joking that he was not only more intelligent but also "better-looking" than the night's host, comedian Stephen Fry.
'Real passion'
Cumberbatch, who plays World War II codebreaker Alan Turing, said the role of a man persecuted for his homosexuality had become a "cause" and a "real passion" for him in the course of filming.
The actor has signed a petition for the thousands of men who were prosecuted under anti-gay laws in Britain only repealed in 1967 to receive a pardon like the one given decades later to Turing.
At a pre-ceremony party in Kensington Palace, the London home of Prince William and his wife Kate, Cumberbatch praised the new wave of British cinema.
"Britain has had a great year across the board, across writers, producers, actors and directors. It's a very, very good time," Cumberbatch said.
The only cloud in the run-up to the BAFTAs was a controversy over the biopic Selma about Martin Luther King starring British actor David Oyelowo.
Oyelowo said the fact that the film had not been nominated sent "an odd message" but the British Academy said the movie was delivered too late.
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Full list of Bafta winners:
Best film: Boyhood
Director: Richard Linklater - Boyhood
Leading Actor: Eddie Redmayne - The Theory Of Everything
Leading Actress: Julianne Moore - Still Alice
Supporting Actor: JK Simmons - Whiplash
Supporting Actress: Patricia Arquette - Boyhood
Adapted Screenplay: Anthony McCarten - The Theory Of Everything
Animated Film: Phil Lord, Christopher Miller - The Lego Movie
Make-Up And Hair: Frances Hannon, Mark Coulier - The Grand Budapest Hotel
British Short Film: Brian J Falconer, Michael Lennox, Ronan Blaney - Boogaloo And Graham
Original Music: Alexandre Desplat - The Grand Budapest Hotel
Original Screenplay: Wes Anderson - The Grand Budapest Hotel
Cinematography: Emmanuel Lubezki - Birdman
Costume Design: Milena Canonero - The Grand Budapest Hotel
Outstanding British Film: James Marsh, Tim Bevan, Eric Fellner, Lisa Bruce, Anthony McCarten - The Theory Of Everything
Documentary: Laura Poitras, Mathilde Bonnefoy, Dirk Wilutzky - Citizenfour
Outstanding Debut By A British Writer, Director or Producer: Stephen Beresford, David Livingstone - Pride
Editing: Tom Cross - Whiplash
Sound: Thomas Curley, Ben Wilkins, Craig Mann - Whiplash
Special Visual Effects: Paul Franklin, Scott Fisher, Andrew Lockley, Ian Hunter - Interstellar
- PAA with nzherald.co.nz