Can we prove/disprove that Brownian motion is nowhere differentiable in $L^2$?

Question

I have read the proof that Brownian motion is a.s. nowhere differentiable.

However can we construct a proof that Brownian motion is no where differentiable in $L^2$ for an appropriate definition of $L^2$ differentiability?

If not can we disprove this claim?