Chesnut participated in the South Carolina secession convention in December 1860 and was subsequently elected to the Provisional Congress of the Confederate States of America.
In 1862 Chesnut served as a member of the South Carolina's Executive Council and the Chief of the Department of the Military of South Carolina.