Incredibles is my pick. The humor is top notch and I consider it one of the funniest I've seen. It also balances loads of dark content, and for these reasons it is my favorite.
Comic Book superhero movie: The Dark Night because, well it's the Dark Night. Heath Ledgers performance is amazing. It is one of my favorite films.