You can probably use just about anything. It’s an interior trim piece that just needs to hang on. I would try using as low tack of an adhesive as possible. Something with the tack of 3M-77 will probably work pretty well. I use 77 for lots of things. On plastics and fiberglass it is fairly repositionable so if you get sick of the new look, you can just pull it off. This is a spray, so I leave figuring out how you would apply it up to you.
http://www.grainger.com/Grainger/productdetail.jsp?xi=xi&ItemId=1613504567&ccitem=