?

I want to use a few seconds of audio from series/movies in the game I'm doing for smartphones (e.g. Homer Simpson's DOH). Do I need to acquire permission from copyright holders for such use? In case it matters, the game is going to be free but it'll have commercial value for my start-up company.

I will appreciate any help. Thanks :)