Getting oil paints out of your paint brushes is easy if you have the right tools and follow the right steps. Since you have to use paint thinner to remove oil paint from brushes, it's very important to be sure you're cleaning your brushes in a well-ventilated room and away from flames. You should also where protective eye goggles and gloves.