I'm assuming your turning it the correct way given that you go the other two out? I'd try cleaning it real good with brake clean and digging all that crud out around the plug. Make sure to get a clean good condition 6 sided socket on it. The PB blaster and oil will cause the socket to slip off easier. a breaker bar should help too.