Removing the HDD rules out a software problem.
The inverter being bad is also a possibility. Unfortunately, you can't test which one is the problem until you get a new part and replace it. Usually inverters are cheaper, so I would start with that one - replacing the backlight involves replacing the entire LCD panel.