When heated too high, oil can turn bitter. Also, the burnt aroma can affect the flavor of food. Burning oil is also a fire hazard. If oil starts to smoke, immediately remove it from the heat source and let it cool. In most cases, it's best to throw out the oil and start cooking again with fresh oil.