Hi, found out how to solve by myself, so please forget above. This is just for information sharing.
The issue comes from IE's compatibility mode setting. Seems PAD won't work when compatibility mode is on.
So tick off IE's "Display intranet sites in Compatibility View" from top gear icon > Compatibility View settings.
This could ruin the layout of very old web apps but no choice at the moment..