Using a very easy and very convenient method, we controlled the unstable intermediate state of the hysteresis loop in an optical bistable system governed by a delay differential equation. Simultaneously, we also stabilized and suppressed the Hopf bifurcation and double-period bifurcation by this technique. All the numerical results are obtained by simulating the experimental condition of Gibbs et al.