Promoted to major in 1903, Shirakawa returned to command the IJA 21st Infantry Regiment during the Russo-Japanese War.
Dipromosikan menjadi mayor pada 1903, Shirakawa kembali untuk memimpin Resimen Infanteri IJA ke 21 selama Perang Rusia-Jepang.