An iron-catalyzed oxidative [3 + 3] annulation of oxime esters with inactivated saturated ketones is described. This cascade strategy allows one-step rapid synthesis of various structurally important pyridines through an oxidative dehydrogenation/ annulation/oxidative aromatization sequence via direct α,β-dehydrogenation of simple saturated ketones followed by annulation with oximes. This method shows good functional group tolerance, readily accessible starting materials, a wide substrate scope, high chemoselectivity, and no need for extra stoichiometric oxidant and is also applicable to the late-stage functionalization of natural products.