A lot of paint strippers will eat away ay that kind of stuff too...
Just spread it around liberally, let it soak for a good 30 minutes (Keep an eye on it the first time you try it... Better yet, try it in a small test-area first!), then scrape it all off with a big plastic (or metal) scrapper.