Gently pull the motor out of the case.

To remove the eccentric shaft simply pull it off of the motor.

When replacing the eccentric shaft, you must grease it before the install or else it'll overheat and break. The black fan shaped part of the eccentric shaft should slide onto the thin rod of the motor until it clicks securely.