The story
Originally owned by the same noble families as those who owned nearby Kilton Castle, one of whom was the de Kilton family it was named after. Thorpe comes from thorpe, an obsolete term for a village, now found only in place names.
Etymology from Wiktionary, CC BY-SA 4.0.