The story
From Old English personal name *Ducc, in the genitive singular *Ducces + worþ (“enclosure”), thus "Duxwurth". The worth element was later reanalysed as forth, leading to "Duxforth". This later became the ford of its present form.
Etymology from Wiktionary, CC BY-SA 4.0.