After searching the solution on internet, I managed to fixed it by verify integrity of game files.
You can close this case.

I'm facing an issue with the quest "Forgotten Homeland, Part II." After killing the rats and pulling the chain, I walked up the stairs and enter the room. However, the game consistently crashes to the desktop (CTD) whenever I enter that room. Reloading the save does not resolve the problem. How to f...