Owen, a pro-Union Democrat, joined the Union army and served as a lieutenant colonel in the 15th Indiana Infantry Regiment and fought in the battles of Rich Mountain, Greenbrier River, and Cheat Mountain. Owen was promoted to colonel after the Battle of Greenbrier River and reenlisted in the 60th Indiana Infantry Regiment, where he remained until December 1863.