Burnet County, Texas. Burnet County (/ˈbɜːrnᵻt/ BUR-nit) is a county located on the Edwards Plateau in the U.S. state of Texas. As of the 2010 census, the population was 42,750. Its county seat is Burnet. The county was founded in 1852 and later organized in 1854.