some rubber stoppers with adhesive maybe? you can trim it down to the desired height. something to this effect, maybe with some strong double sided tape, or, if you can find it, something like this that is made for this type of application:

http://www.rubbermill.com/stoppers0.html

remember, you want to rubber to be somewhat stiff. think stiff rubber, not rubber band.