Remove the small coloured (red & blue) bung in the tap handle with a very small screwdriver or blade. You will see a small grubscrew in the hole. Take this out with an allen key and the handle of the tap will pull up vertically & off. (It may be tight to get off.) A large nut will be visible. Tighten this till just tight..don't overtighten. Should solve your problem.
Geoff Greig
March 2009