Tips for removing paint from leather furniture... Here is another RWL refurbishing tip! Removing paint from leather! Recently, I was refurbishing two antique mahogany end tables with leather tops. The tables needed a furniture facelift, because many many years ago my client's mother painted them a dark avocado green. We think maybe she was fed up with the worn out leather that's why she painted it.