Why the mean squared value of a random noise signal at a single precise frequency is zero?
Noise is continuous spectrum in this case and measured here in \$ \mu V/Hz^{0.5} \$

Thus for a given ratio, the voltage also goes to zero as Hz =>0. In practice we cannot make a band pass filter with zero bandwidth, so it is academic.