I would imagine that contact cement would work fine. Usually available in tube or small cans. Coat both surfaces, let dry till tacky, then CAREFULLY put them together. I say carefully, because once they make contact, they're stuck! Just a little pressure and it's a permanent bond. Make sure not to get it on your screw threads or other surfaces and you should be fine. I'm probably making it sound harder than it is, but a little care is involved in using most glues.
Hope this helps.