It is very important to understand stochastic diffusion of energetic charged particles in the nonuniform background magnetic field in plasmas of astrophysics and fusion devices. Using different methods considering an along-field adiabatic focusing effect, various authors derived a parallel diffusion coefficient kappa(parallel to) and its correction T to kappa(parallel to 0), where kappa(parallel to 0) is the parallel diffusion coefficient without an adiabatic focusing effect. In this paper, using the improved perturbation method developed by He & Schlickeiser and iteration process, we obtain a new correction T' to kappa(parallel to 0). Furthermore, by employing the isotropic pitch-angle scattering model D-mu mu( =) D(1-mu(2)), we find that T' has a different sign from that of T. In this paper, the spatial perpendicular diffusion coefficient kappa(perpendicular to) with the adiabatic focusing effect is also obtained.