Russell, here are several choices. Depending on the size of the rug you may find one way better than the others.
Several ways can use screws,and clear washers and screw directly on the wall. Use a heavy duty drapery rod and sew a rod pocket to the back of the rug. You can used a rod ad fold the rug over the rod partially and sew it or pin it down.