I have this problem too, it doesn't have anything to do with stats increasing etc. For example, in my case: I look at my "Iron hunter Spear" The damage value is "42". I exit the menu and now the damage value is "21". I jump around and look at the menu again: The damage value is "36". It doesn't have anything to do with enchantments or skills increasing.