DeKalb County is a county located in the U.S. state of Tennessee. As of the 2010 census, the population was 18,723. Its county seat is Smithville. The county was created by the General Assembly of Tennessee on December 2, 1837 and was named for Revolutionary War hero Major General Johann de Kalb.