Getting oil paints out of your paint rollers is easy, and you won't make a mess, if you have the right tools and follow the appropriate steps. Since you have to use paint thinner to remove oil paint from rollers, it's very important to be sure you're cleaning your brushes in a well-ventilated room and away from flames.