In July 1862, he was temporarily detached from his infantry company and assigned command of an artillery battery in Winchester, Virginia. During the Maryland Campaign, he and his men fell back to the presumed safety of Harpers Ferry, where they were part of the largest surrender of the U.S. Army until World War II, following the Battle of Harpers Ferry. Potts was paroled and sent to Camp Douglas until exchanged.