Quantum systems scale in a complicated but powerful way.
The quantum world is one of probability...amplitudes. And that's important for cautiously extending our current theory of practical computation.
The quantum world is full of particles and discretization, and that's important for building on our best models of computation.
Forget the big results--why would anyone have thought to quantumify computing in the first place?