During the Russo-Japanese War, Kusunose was commander of Japanese heavy artillery for the Japanese Second Army. Later in the war, he commanded the artillery in the Japanese Fourth Army, and then the Manchurian Army, participating in the crucial Battle of Mukden. After the war, he commanded Yura Fortress, and from 1906, he was assigned to the Japanese garrison force on Karafuto.