This paper investigates covert wireless transmission in distributed passive Dual-Function Radar and Communication (DFRC) systems. The optimal detection threshold and minimum detection error probability of adversary warden is derived. The closed-form solution for the optimal transmit power for the integrated base station (BS) is calculated to achieve maximum covert rate. Simulation results show that the covert transmission performance can be improved by setting up proper transmit power.