Social media reactions to the choice were fierce, with many providing biting suggestions on what songs might be next for the Trump campaign.
Others suggested that Blue Oyster Cult's "Don't Fear the Reaper" might be apt while another wit added if he was going to use a Paul McCartney song he should use "Back in the USSR".
Many asked whether Paul McCartney or Guns and Roses would be okay with the use of the song.
Guns and Roses have gone public before with disdain for Trump's use of their music, releasing a T-shirt with a "Live and Let Die with Covid 45" after the mask factory visit.
100 per cent of the proceeds from the T-shirt sales went to the Recording Academy's MusiCares, which provides services and resources to those in need in the music community.
Earlier this week, Trump mispronounced a commonplace name during a campaign event.
It was the southeast Asian country of Thailand that proved a problem for the US President, who pronounced it "Thigh-land".
"Shifting production to Thigh-land," Trump said during the speech at a washing machine factory in Ohio, before correcting himself.
"Thailand and Vietnam, two places that ... I like their leaders very much."
Twitter users didn't hold back in mocking Trump, leaping on the opportunity to post a series of gags and memes after video of the gaffe went viral.
The very public slip-up was the second this week for Trump, who earlier struggled to pronounce the United States' most famous National Park, labouring over the word Yosemite in a speech at the White House.
Trump was signing the Great American Outdoors Act, legislation that will devote nearly US$3 billion annually to conservation, when he mispronounced the name of the park.
Speaking about the need to preserve the American wilderness, Trump started strongly enough by telling the crowd: "We want every American child to have access to pristine outdoor spaces, where young Americans experience the breathtaking beauty of the Grand Canyon."
When he turned his attention to Yosemite National Park, the wheels fell off.
"When their eyes widen in amazement as Old Faithful bursts into the sky, when they gaze upon Yo-semites, Yo-seminites, towering sequoias, their love of country grows stronger and they know that every American has truly a duty to preserve this wondrous inheritance," Trump said.
Trump was widely mocked online for the gaffe, coming as public attention has been focused on the mental acuities of both presidential candidates.
Late last month, 74-year-old Trump attempted to demonstrate his mental fitness by reciting five words — in order, importantly — over and over in a television interview.
The President said that collection of nouns, or ones like them, was part of a cognitive test he had aced while declaring that his likely Democratic opponent, 77-year-old Joe Biden, could not do the same.
In a battle of septuagenarians, the Trump campaign has long tried to paint Biden as having lost some of his mental sharpness. But the gambit has yet to prove successful in denting the former vice president's standing in the race.
That leaves Trump trying to escalate the attacks while defending his own ability to handle the mental rigours of the job.