Rains County, Texas. Rains County is a county located in the U.S. state of Texas. As of the 2010 census, its population was 10,914. Its seat is Emory. The county (and county seat) are named for Emory Rains, a Texas state legislator. In 1970, Recorded Texas Historic Landmark Number 10860 was placed in the county courthouse lawn.