Um, the only way you might be able to take it off, you wouldn't be able to put it back on. If you don't ever use it, you'd probly be able to take it out, paint it, then glue it back in. Another thing you could try is use a small modeling paint brush and paint it with that.
P.S. don't blame me if you break your CD-ROM, I wouldn't feel safe doing it myself.