The thing is stocks do not exactly follow a gaussian distribution. In a gaussian distribution, scaling follows a square-root function.
If you compute daily returns and scale them with sqrt(250), weekly returns and scale them with sqrt(52), monthly returns and scale them with sqrt(12), you...