Coffee and tea leave some of the most stubborn and hard to remove stains. The stains caused by coffee and tea are called tannin stains. Although most people dread tannin stains that occur on fabrics, the stains caused by coffee or tea that occur on other materials are just as bad. A perfect example of hard to remove tannin stains are the spots that tea and coffee leave behind at the bottom of the cups.