Being in off for so long and the systems age it likely needs a new battery as well.
Let’s see if we can at least get a better idea if that’s all it’s needed.
Follow this guide to remove the battery [guide|754] with the battery removed press and hold the power button to fully discharge the logic board. Now plug in the MagSafe charger did the system start up this time without the battery?