There are no high frequency signals in the brain. It's all relatively slow electro-chemical reactions.

There are however a huge number of slow signals running in parallel. In total these would add up to a huge bandwidth if constrained on a single channel.

To put it another way, the scull is almost entirely resistive. And you can't make a low-pass-filter with just resistors.