If it doesn't budge using your hand, take a thinnish piece of wood (6mm ply is good), slip it up under one end of the cover, pull it out slightly to clear the screw tabs, and whack it with a hammer. Worked for me!
By the way, no point trying to remove the rubber trim first - it has a lip, so it can't be taken off until the cover is removed.