Yes. Chemical paint strippers will work in removing paint from brass. If you find that the paint stripper has tarnished, try using a brass polishing solution such as Brasso to restore the brass to its original luster. To prevent the brass from tarnishing, consider applying a coat of clear lacquer paint. This will seal the surface of the brass from the elements.