Mulholland Drive
Mind. Blown. This was about my 15th viewing of the movie and it still floors me every time. This viewing in particular made it edge out Eraserhead as my favourite Lynch film.
EDIT: I'm watching There Will Be Blood as I write this review because it was on tv and I can tell that it was jealous that I was thinking about other movies so I had to mention TWBB too.