William and Caroline Rice's children were William North Rice and Charles Francis Rice, who wrote William Rice, A Memorial, Caroline Laura Rice, who married Wesleyan professor Morris B. Crawford, and Edward Hyde Rice, who died in 1895.
William Rice died August 17, 1897.