Could be the main varistor in that main power box as well. Could be a bad cord as well.
Get a high voltage tester, the wand kind you can just place near something and it lights up if over 60v. Trace from the wall, over the cord to the box. This is a very simple circuit to within the power box, and from there it's the fuse or varistor.