Sean Longstaff provided Newcastle with the lead twice in the first half, but Luton responded on both occasions, first with Gabriel Osho and later with Ross Barkley.
In Saturday night's match, the Argentinean player unleashed a commanding shot into the upper corner of the net, as City dominated chances against the team that secured fourth place in last season's standings.