Bailey County is a county located in the U.S. state of Texas. As of the 2010 census, the population was 7,165. This county is east from the New Mexico state line. Its county seat is Muleshoe. The county was created in 1876 and later organized in 1919. It is named for Peter James Bailey, a defender of the Alamo. (See List of Texas county name etymologies.)