If you’re looking to clean a matte wall without removing the paint, there are a few things you can do. First, make sure that the wall is completely dry before beginning. Second, use a mild soap and water to clean the surface of the wall. Finally, use a vacuum cleaner to remove any dirt and dust that may have built up on the surface of the wall.