Kitaguchi was born in Osaka Prefecture on March 8, 1935. After graduating from Kwansei Gakuin University, he joined Mitsubishi Motors in 1957. In 1965, Mitsubishi Motors joined new league Japan Soccer League. He retired in 1966. He played 4 games in the league.