Even though we know brains are conscious it seems absurd to thing that there is some non-computational magic in the brain is the secret to consciousness.

There are some religious people who clutch at nonsense like quantum microtubules, but nobody has found anything real that would preclude pure computation from being conscious. (And yes that does have all sorts of mind-bending consequences.)