Rocksprings, Texas. Rocksprings is a town in Edwards County, Texas, in the United States. As of the 2010 census, the town population was 1,182, down from 1,285 at the 2000 census. It is the county seat of Edwards County. The town received its name from natural springs that bubble forth from the porous limestone rocks in the area.