In October 1861, Scott became lieutenant colonel of the 68th Ohio Infantry, and colonel of that regiment in 1862. He served in Tennessee, where he commanded the advance of Major General John A. Logan's division on the march into Mississippi. He was engaged at Port Gibson, Raymond, and Champion Hill.