My personal favorite is Prisoner of Azkaban, and I noticed a lot of others also agreeing with me. It's just a very intriguing concept with Lupin and the Marauders are also introduced, even if the movie suddenly scared me for no reason and I got afraid of it. I love it again and I enjoyed reading all the books, especially that one.