Yes, you can. You'll need to wash it with soap & water and allow it to dry before painting with it. That's why its always handy to keep a couple of brushes on hand. In order to avoid having to wait for dry time, we recommend Scotch Brite sponges. Apply deglosser with the soft, yellow side and scrub with the green side!