Hi,
If your Surface Ergonomic Keyboard drains batteries even if you're not using it, check if there are any stuck keys. You can refer to this thread about excessive battery drain but for a different keyboard.
If there are no stuck keys on your keyboard then this could be a possible hardware issue and you may need to get a new one.
Feel free to post back if you have any other concerns.
Regards.