Cleaning tip of the day: how to remove scratches in wooden furniture. For those who have wood furniture, one of the most common problems is scratches and other marks. The best way to deal with these unsightly scratches is by investing in some vinegar and olive oil. Mix them together in a 1:3 proportion and use it to gently scrub the wooden furniture. The scratches will be removed, leaving your furniture looking brand new.