Use a lint roller and micro-fibre cloth to remove dust and debris from fabric lampshades. Soak a sponge in a mild detergent solution, thoroughly ring-out excess water and gently wipe down. It should be almost dry or else you’ll end up with unsightly water-marks. If you need to remove stains do a test patch first.