Eastland, Texas. Eastland is a city in Eastland County, Texas, United States. The population was 3,960 at the 2010 census. It is the county seat of Eastland County. During the 1920s, Eastland, like nearby Cisco, Ranger, and Desdemona, was a petroleum boomtown.