Adair County is a county located in the U.S. state of Kentucky. As of the 2010 census, the population was 18,656. Its county seat is Columbia. The county was founded in 1801 and named for John Adair, then Speaker of the House in Kentucky and later Governor of Kentucky (1820 - 1824).