Original: One possibility is the Tuareg phrase was shortened to ngher, from the middle of the river near Timbuktu.
Simplified: One possibility is the Tuareg phrase gher n gheren "river of rivers", shortened to ngher or "niger", from the middle of the river near Timbuktu.