How do you remove faucet handle from a moen bathroom sink faucet 4510?

The cap does NOT come off. It is all part of the handle. To take the whole handle off, there is a set screw at the back that can be undone with an allen key.

The older discontinued models, the cap can be pried off with a small screwdriver.