The cubic spline difference scheme for solving singularly perturbed boundary value problem is considered. The non-uniform mesh of Bakhvalov type is used in order to avoid the problem of stability. The second order of the uniform convergence in respect to perturbation parameter is obtained. The result is better than the one obtained on Shishkin’s mesh.