Rusk was born in Malta, Ohio. He was a member of the Republican Party. He began his life as a farmer, then became an innkeeper and finally became a banker before the Civil War. During the war, he received a brevet appointment as a general and saw action with the 25th Wisconsin Volunteer Infantry.