Hi Joost,
I think the battery might be dead. I will have to check to be sure, but I believe it is a CR2032-like battery on the PCB. You can reach it by removing the four screws underneath the rubber feet. If you are careful with the rubber feet, they will probably stick on fine afterwards.
Let me know if you need more help.
Greetings,
Bootsy