This paper is concerned with the problem of finite-time stability of a class of discrete-time singular system with time-delay and nonlinear perturbations. By using discrete Lyapunov function approach, new stability criterion is derived in terms of strict linear matrix inequality to guarantee the system to be regular, causal and finite-time stable. A numerical example is provided to illustrate the effectiveness of the proposed method.