Sampling Frequency and Spectral Regrowth
Yes that's called as the aperture effect and indicates that if the FFT window length (the aperture) coincides with an integer number of signal periods, then the resulting FFT spectrum will have no leakage artefacts (mostly having zeros, up to quantization noise, bins) and significantly nonzero bins only at the signal frequencies.