I don't think you really have to remove it in order to clean it. Cleaning it you can use something like the Park Tool Chain Gang Cleaner CG-2 Cleaning System. Or if you want to do it a poor-man's way, you can probably just wipe it clean with a rag and hot water, haha, but I wouldn't really recommend that so much.