Taylor County is a county located in the state of Florida. As of the 2010 census, the population was 22,570. Its county seat is Perry. The county hosts the annual Florida Forest Festival and has been long known as the "Tree Capital of the South" since a 1965 designation from then-Governor W. Haydon Burns.