My headlight knob is screwed onto the switch. Turn counter-clockwise. My wiper knob has a set-screw on the side you have to undo. (Well, you're supposed to have to unscrew it, but it comes off if you don't anwyay.)
Once the knob is off, you unscrew the metal trim and the switch comes out from the back of the dash.