All animals despawning in close proximity, in front of me

In my current world, I am watching animals despawn right in front of me. Its not a save issue, as I am not opening and closing the game for it to happen. Animals are literally just disappearing right in front of me as I play. This, obviously, makes farms impossible. I watched it happen with both cows and horses.