Rather than taking the keyboard to pieces you could try sprinkling the covers with talcum powder, rubbing it into the fabric with your fingers, then gently vax-ing it up. This works best on lighter colored fabrics.
Alternatively, shaving foam (neat) is a good fabric cleaner. Just leave on covers for a while and carefully blot with a slightly damp cloth and leave to dry naturally