In [15] a numerical approximation scheme is proposed for the solution of piecewise deterministic control systems (PDCS). This approximation scheme is based on a time discretization which reformulates the original PDCS into a stochastic program. In this paper we prove the convergence of the approximating vector value function to the vector value function of the original PDCS as the discretization's step tends to zero.