This phrase
originated from, was popularized in, and was entered into prominence by
Chappelle's Show in episode #204 where Rick James says "fuck yo' couch, nigga" when he is caught kicking mud all over Charlie Murphy's
white couch.
The phrase entered pop culture lexicon to mean audacious indifference or apathy in acts of disobedience or to a given situation.