In May 1930, when Goto was a Kwansei Gakuin University student, he was selected the Japan national team for Far Eastern Championship Games in Tokyo and Japan won the championship. At this competition, on May 25, he debuted against Philippines. In 1934, he was also selected Japan for Far Eastern Championship Games in Manila. At this competition, he played 2 games as Japan team captain. He played 4 games for Japan until 1934.