In March 1862, Patrick was appointed as a brigadier general of volunteers.
Patrick tried vainly to stop vengeful Union soldiers from sacking and looting Fredericksburg in November, and had to fend off political officials who placed the blame on him, including numerous inquiries from Secretary of War Edwin M. Stanton.