Powdered clothes washing detergent. Make a paste out it with water and scrub the tape using an old toothbrush. Wipe of with a clean, damp rag. Voila. The granules from the paste makes a nice non-abrasive cleaner and it seems to refresh the finish nicely.

Simple Green can take off decals and may damage organic or cork-based tapes.