Are your closet doors wood or metal? If metal, go to the office supply store and get some strong magnets with clamps (like a bulldog clip or a chip clip type) on them. I have 3 that stay securely on my closet doors. When I need my "design wall", I simply clamp white felt into the 3 clips and work away!
Easy, inexpensive, and can be put away in just moments.