Cleveland is a town in central Russell County, Virginia, United States. The population was 128 at the 2010 census. Jessees Mill was listed on the National Register of Historic Places in 2005. Cleveland is located at 36°56′37″N 82°9′8″W / 36.94361°N 82.15222°W.