Doesn't anabaptist just mean that you're not a baptist?

Nope, means re-baptized. They don't believe in infant baptism.

http://www.bartleby.com/61/37/A0273700.html

He says Amish, she says Hutterite, and thou sayest Mennonite, but they're all Anabaptists to me.