The Catalan random walk is considered as a non-Gaussian but stable random walk. The stochastic equivalence, the distribution function and the stochastic equation are constructed by a nZ fractal theory. A general formula has been derived to reexamine the possibility of reconstructing the foundation of statistical physics.