Rainman

I own a 2007 RX350 and have experienced the same thing from time to time. The good news is it is always the same fix. There are little latches just below both sides of the cargo cover track. These depress inward and latch to lock the cover closed. If they are not in the forward position, they will rattle against the rear door. I can email you photos if you want them.