My all time favorite is Amélie, but I also highly recommend Delicatessen, which is directed by the same guys: Jeunet et Caro.
I'm also a big fan of David Lynch's work. It's hard to choose a favorite, but it I had to, it would probably be Mulholland Drive.
I like whimsical with a touch of the weird or dark. :)