graph of lowpass filter
There is no high frequency in the center. In the center of your 2D spatial frequency distribution is the 0-frequency (constant DC component of the Fourier-transformation). The text excerpt is in itself consistent. Therefore I suppose you misunderstood the problem or the initial assumptions of its solution.