Yes, you can purchase chemical stripper. It'll be at your local home store, in the paint aisle. Paint it on, wait for it to bubble, then scrape it off. A few notes for you, since I just finished doing this to a window and two cabinets:
1) First, this is nasty stuff. Have plenty of ventilation...