In a surprise move for the usually combative social media user, West later took to Twitter to apologise to The Cher Show cast, saying that he and wife Kardashian had in fact been moved by the production.
It's not the first time West's behaviour has raised eyebrows in recent months, with the rapper criticised for a bizarre appearance on Saturday Night Live in September.
During the show's closing credits West launched into a pro-Donald Trump rant while wearing a "Make America Great Again" hat.
SNL cast members shook their heads during West's surprise speech while the audience fell "dead quiet", Variety reported.
West later met with Mr Trump in the White House in front of reporters and has tweeted his support of the US president on multiple occasions.
However recently it seems the actor has backed off making political statements, tweeting instead that he was building a "fireproof community" after the California wildfires threatened to destroy his home.