According to legend, the mineral springs were discovered in 1781 by James Spears, a Whig trying to escape Tory troops. Spears lost a shoe in a water hole, and when he returned to retrieve it, he tasted the water and noticed its strong mineral content. Word of the spring spread, and soon people were coming to taste the cool, refreshing water. Several wealthy plantation owners built summer homes in the vicinity of the springs.