If the PO was driving it that little, I would say the fuel in the tank has started to turn into varnish. Ethanol fuels make this problem worse. You may consider dropping the tank and having it cleaned.
The mechanical fuel pumps are self-priming, so I don't think the issue is that you lost prime. Pull the line off the carb and put it into a container and crank the engine to see if the pump is working. I would replace any filters first, though.