theres a small o-ring in the on/off, its either faulty or dirty.
you need to empty your air system fully, then remove the c-clip on the back of the on/off, you should be able to then remove the on/off from the system.
i would just replace the o-ring to be on the safe side, you would need to check with SP to get one
HTH
Bruce