The battery needs to be repaired or replaced. Because the battery of the headset is not removable, it needs to be repaired or replaced by the manufacturer or a professional.
If it is still within the warranty period, you can contact after-sales service to solve the problem, if it has passed the warranty period, it needs to be repaired at your own expense.
To replace the battery, you need to find the battery suitable for the headset.