FAT Paint is a latex-based paint “FAT'n” up with a little bit of chalk. Hence the clever name. ... FAT Paint is naturally smooth and creamy; it covers most projects with just a couple of coats. It's also low-VOC, so it dries quickly, leaving you more time to get creative with your finishes.