I had the same experience with the Mona Lisa too. Even going in not expecting to get much out of the experience, it really popped, even on the other side of a crowded room.
I wonder if it has a bit to do with it being 3D too, where the edges of paint strokes might catch the light a bit differently than under a scanner.