Happened to me on a 10 th Gen Corolla. Good thing is the Corolla's reverse is on the trunk lid so I can stand up straight and fish it out using a tweezer. I have the same RAV4 as you. Only way to get the bulb out is to remove the whole lamp and use the tweezer. Good luck.