In this paper, a novel graphics processing unit (GPU) implementation of the Correction Function Method (CFM) is applied to an electrostatic problem with curved surface charge distributions. The CFM is a highly accurate method in which curved surface charge distributions are immersed in a regular grid, without modifying the linear system's matrix. The CFM is shown to be an excellent candidate for parallelization, with the new parallelized scheme demonstrating substantial speed improvement.