If you have a spot or stain, try a lampshade cleaner or fabric spot remover. If the entire shade is yellowing but the fabric is still intact, then try giving your fabric shade a “bath.” Fill a basin with warm, soapy water, soak for 10 minutes and rinse. Air dry outside.