Neurology deals with observable things that physically exist in the real world. That's science.

Psychology deals with abstractions that have no basis in physical reality. I call that an art, save that true art doesn't harm people.

I'm not saying that most psychologists set out to harm people -- that couldn't be further from the case -- but the road to Hell is paved with good intentions.