They won't spoil, just dry out. I've seen eggs that were empty except for a little dried up wad of yolk. After about 6-7 days on the counter, they're no longer 'fresh'.
Once they've been washed, you can't keep them on the counter but refrigerated is fine. However, eggs will age more (structure breakdown, moisture loss) in a day on the counter than a week in the fridge.