They have two IIRC large plastic push pins that secure the shelf to the metal frame. They are located behind the very top of the seat back. Look for those if it has never been removed before.
Oh and even if you take the quarter panel plastics out completely you will probably have to bend the cardboard shelf in a bit to get it to come out. Mine was a pretty snug fit.