A massively tall elevator that takes you up and down floors super fast. Yes, that legit terrifies me.
A secret lair and rocket ship, though I'm pretty sure his gleefully evil expression is what is really scary.
He created a bunch of scary men, incluing one invisible guy, and then at the last minute a gold tower. I don't remember what was scary about that.