it could be the metal spacer that sits right under the knob. its got a bevel on the inside to mate with the tapered part of the shaft.
if you can remove the knob, then i would put a washer (or maybe even a rubber grommet) on top of that spacer and re-tighten your knob. that might take care of it.
the stock knob and be a royal pita to remove...
