In this paper, we have investigated the delay-dependent design of state feedback stabilizing fuzzy controllers for T-S fuzzy systems with time varying delay. Our method is an important work as it establishes a new way that can reduce the conservatism and the computational efforts at the same time. The delay-dependent stabilization conditions obtained in this paper are presented in terms of LMIs involving a single parameter λ > 0. Finally, two illustrative examples have shown numerically that our results are less conservative than the existing ones.