It's the standard, "leftie loosey, righty-tighty" thread.
Pull the shaft out, get some small vise-grips or something that can REALLY hold the shaft, and then use another pair of pliers to remove the knob. Use a paper towel to help prevent scratching the chrome. If you want, try spraying a...