So I have now installed a new usb-parallel port connector but that didn't help.
I tried to run the HP Print Doctor, but all it offers me are Retry and Back. I'm in the middle of something and can't shut down my PC right now, but I will try shut down soon and then trying Print Doctor again. I'm just about ready to give up.