Armor un-quip (bug?) during combat.
I'm not sure what causes this. At times armor will un-equip itself during a battle.
Did you check that there is no curse on you that lowers your stats ? It happened a few times to me, and I couldn't understand what was going on until I realized one of my stat had been lowered by some condition or spell and I could not equip the armor anymore.