Leslie County is a county located in the U.S. state of Kentucky. Its county seat and largest city is Hyden. As of the 2020 census, the population was 10,513. It was formed in 1878 from portions of Clay, Harlan, and Perry counties, and named for Preston Leslie, governor of Kentucky from 1871 to 1875.