No the cover plate would have no affect other than covering the hole. I've not seem them to be a leaking problem. May have a bad gasket, a warped plate or a chip in the block where it seals. Remove and inspect once you get another gasket. Did you put the gasket on dry or with a sealer?
Dave Neptune