Perfect Blue
This movie draws you in quietly and then slowly dismantles your sense of reality. The less you know going in, the more effective it is.
It’s especially interesting to see how influential the film was on Black Swan. While many people dismiss Aronofsky’s film as a "cheap copy", I actually think Black Swan is the better film.