It is intended to be pried off with a large screwdriver or the claw end of a hammer-head. If it starts to fall off on a frequent basis, just put some tape around the inside of the pad driver, or the outside of the hard plastic piece that delivers the motion from the motor.
That will usually keep it on. DON'T glue it on. It might never come off.