I want to say Prisoner of Azkaban is my favorite because it was the first book of the series that I read, but I've got to go with the Deathly Hallows because have a lot of respect for how it shocked me. With most series, they eventually develop a pattern and become predictable, but even until the very end, that book threw stuff out of nowhere.