Estill County is a county located in the U.S. state of Kentucky. As of the 2020 census, the population was 14,163. Its county seat is Irvine. The county was formed in 1808 and named for Captain James Estill, a Kentucky militia officer who was killed in the Battle of Little Mountain during the American Revolutionary War.