Try turning on your smart guides (view>smart guides), it should help you tell when you are over the handle.
Sometimes smart guides can get in the way but this solution works
surprisingly well when working with a path. Thanks!!
Personally I HATE smart guides too. But so far it's the only way I have figured out how to select points on a path easier.