Murray County is a county located in the southern part of the U.S. state of Oklahoma. As of the 2020 census, the population was 13,904. The county seat is Sulphur. The county was named for William H. Murray, a member and president of the Oklahoma Constitutional Convention and later a Governor of Oklahoma.