When Fort Sumter was fired upon in April, 1861 Olney hastened back to Pella and enlisted.
In 1864 he applied for and received a commission as a captain in command of a company in the 2nd Missouri Volunteers of Colored Infantry, accepted into US service as the 65th United States Colored Infantry.