Captured Animal Despawn

The animals I capture and put into a fenced in area (smaller than 20x20), they still despawn anyway. I don't even have to log out for it to happen. Randomly they will disappear and its very frustrating when I am trying to create a farm. If there is something that can be done to help my world, and possibly others, that would be awesome.