During the American Civil War, Clawson served as a first lieutenant with the 20th Wisconsin Volunteer Infantry Regiment of the Union Army. He was wounded at the Battle of Prairie Grove. Other conflicts he took part in include the Siege of Vicksburg, during which time he was involved in the Yazoo City Expedition, and the Battle of Spanish Fort.