Chelsea Plantation, a 5,892-acre South Carolina estate owned by heirs to two American business empires, is on the market for $32.775 million.

In 1937, Marshall Field III, an heir to the Marshall Field department store fortune who became a major publisher, bought the property and built a grand, 7,700-square-foot main house with six bedrooms. He died in 1956.

In...