In a way, it is understandable that he went around. We are trained if there is an issue with the landing, go missed. Since he (presumably) did not identify the gear horn, his first thought when the noise started was probably not "I forgot the gear." He may have had no idea what was making the noise and acting on training, pushed the throttles forward with no clue of what happened.