Throughout his political career, McClellan remained interested in education and in 1906 he was named honorary Chancellor of Union College.
McClellan served in World War I entering the Army as major assigned to the Ordnance Department in May 1917 and he was honorably discharged in May 1919 with the rank of lieutenant colonel.