Initially Guadagnino was defensive and did not appear to understand the magnitude of his actions.
"Whoa! Some people really know how to take things out of context! #LearnToListenToMusic It was fun though! (sic)'' the reality star tweeted.
But later Guadagnino was decidedly more contrite.
"Sorry for offensive rap," he wrote.
"I'm 100 per cent against violence & work with many organisations to stop it. Will continue to do so."
A RAINN spokesperson told TMZ that Guadagnino's rap song was irresponsible.
"Trivialising this violent crime sends a dangerous message to the public," the representative said.
"Use of the term 'actin' like' doesn't mitigate the harm this crime has on survivors of sexual violence.
The 24-year-old has now taken the video down from YouTube and said it was mean to be a "funny take on an already dirty song" since he is normally known as a "good boy".
- AAP