It is fairly common on both Toyota's and Sammi's for this to occur, the cure is to run the ignition wire through an axillary light relay just like you were trying to turn on a light with the ignition switch. Run a wire from the battery to the relay and then to the solenoid, then use the ignition switch as the trigger. You shouldn't have anymore issues.
