Sadly QiCheng,
I have visited your link before and did all the steps and it does not work. The USB is detected and keyboard "On" lights up when I reinsert battery, I have also changed to fresh batteries. I highly suspect it is either driver issue (The Driver on Microsoft Website might have bug on exe file or Windows 10 has some incompatibility issue with the Microsoft 850 keyboard. As the keyboard works on my other computer running Windows 7.
I have already tried the options on your link before :
- Ran Troubleshooter
- Update followed by uninstall driver