We give a general and explicit formula for the moments of the limiting distribution of symmetric self-nomalized sum of i.i.d.\ random variables, which belong to the domain of attraction of a stable law. The result shows that the finite order moments for symmetric self-normalized sums are always finite. As an application, tail index can be estimated through our result by using moment estimators.