For the county seat of Upton County, Texas, see: Rankin, Texas. Rankin is an unincorporated community in Ellis County, Texas, United States. The population was 12 as at the 2000 census. It was named for Frederick Harrison Rankin, who had settled on nearby Chambers Creek before 1874.