The Shortley-Weller method is a standard central finite-difference-method for solving the Poisson equation in irregular domains with Dirichlet boundary conditions. It is well known that the Shortley-Weller method produces second-order accurate solutions and it has been numerically observed that the solution gradients are also second-order accurate; a property known as super-convergence. The super-convergence was proved in the norm in Yoon and Min (J Sci Comput 67(2):602-617, 2016). In this article, we present a proof for the super-convergence in the norm.