Goop, another liquid hand cleaner, does the same. I browse ReStore shops and often find good serviceable tools with grease-marked handles, especially with a plastic coating. The liquid hand cleaner really works as Wamsutta says above.
The cleaner also works, though less thoroughly, on wood...