>OTOH, we have a theory that classical computation adequately accounts for intelligence. Finding an unavoidable quantum route that nature has picked would certainly be interesting, despite that quantum Turing machines are also classically computable (I think).

I don't think we have a foundation for classical computation without thermodynamics, which is a classical theory whose ultimate foundations probably require quantum information theory.