Only thing u can really do is take the car to toyota to get a new fuel pump.other then that if you're running lower grade gas try 91 if not best bet is to deal with it until toyota finds a cure for this disease or get a replacement at toyota that will only last u a couple hundred miles before it starts making the noise again