STAINLESS STEEL POLISH Once your stainless steel is clean, it might need a little shine. Use olive oil to brighten it up and to remove any mineral deposits near a water dispenser. Couple of drops of olive oil Apply a drop or two of the olive oil to either a paper towel or an old, but clean, T-shirt. Wipe in the direction of the stainless steel grain, and buff it to a shine.