rich: dark and giving a pleasant feeling of comfort and warmth
example: I admired the warm, rich colors of her Persian rugs.
deep: deep colours are strong, dark, and attractive
example: She looked into his eyes. They were deep blue.
dark: dark colours are closer to black than to white
example: If you're going to have such dark walls I really think you should have a pale carpet.