One of the aims of image inpainting is recovering an image some of which Fourier transform coefficients are lost. In this paper, we present a new algorithm for image inpainting in Fourier transform domain. We consider the effect of spectrum and phase angle of the Fourier transform, separately. Hence, two regularization parameters are generated; therefore, we have two degree of freedom. Some numerical examples confirm our proposed method.