After his return to Japan, Kuno served in a number of administrative and staff positions, including that of Secretary to Yamanashi Hanzō, the Governor-General of Korea in 1927.
From 1927-1929, Kuno commanded the IJA 28th Cavalry Regiment. He was instructor at the Army War College from 1929–1932, and at the Cavalry School from 1932-1933. In 1933, he became Chief of Staff of the IJA 8th Division. In 1934, he was awarded the Order of the Golden Kite, 4th class and the Order of the Rising Sun, 3rd class.
Kuno was briefly Commandant of the Cavalry School in 1935, before being appointed commander of the IJA 4th Cavalry Brigade. He was promoted to major general in 1936.