Kagawa was born in Kobe on August 9, 1922. After graduating from Kobe University of Economics, he joined Tanabe Pharmaceutical in 1948. He also played for Osaka SC. At Osaka SC, he won the 2nd place at Emperor's Cup 3 times (1951, 1952 and 1953).