We construct a distorted Fourier transformation associated with the multi-dimensional quantum walk. In order to avoid complication of notations, almost all our arguments are restricted two dimensional walks (2DQWs) without loss generality. The characterizes generalized eigenfunctions time evolution operator QW. 2DQW which will be considered in this paper has an anisotropy due definition shift f...