We characterize the optimal robust mechanisms for the allocation of private objects, where robust mechanisms are those mechanisms that satisfy dominant strategy incentive compatibility, ex-post individual rationality, and expost no budget deficit, and optimal robust mechanisms are the ones that maximize the expected sum of players' payoffs among all robust mechanisms. With a certain assumption on the payoff of the lowest possible type, we provide a complete description of optimal robust mechanisms with any number of players and objects.