 In 1877, Inoue fought in the Satsuma Rebellion and was subsequently served on the staff of the Kumamoto Garrison, Nagoya Garrison and was promoted to lieutenant colonel and commander of the IJA 1st Infantry Regiment in May 1885.In November 1888 he was promoted to colonel.From September 1889, Inoue served as Chief of Staff of the IJA 3rd Division.