After graduating from Mikage Higher Normal School, Inoue played for Osaka SC which many Japan national team players Kiyoo Kanda, Shiro Azumi, Fukusaburo Harada, Usaburo Hidaka, Toshio Hirabayashi, Setsu Sawagata, Kikuzo Kisaka and Yoshio Fujiwara were playing in those days.