Its probably the belt. Mine does it too. One strange thing I have is that when the headlights are on, the belt squeals a bit, turn off the headlights and it stops.

Today I tried tightening that bolt towards the bottom of the alt, however I kept on tighting it and nothing ever happened. Are you supposed to turn that bolt clockwise or CC ?