The solo commercial air taxi pilot entered the airport area intending to land on one runway, but elected to change to the opposite end. The pilot reported that he was watching a departing airplane, and had placed his hand on the landing gear handle, but forgot to extend the landing gear, and landed gear-up. The airplane received structural damage to the lower fuselage.