With the help of the technicist from Zoom, I fixed this problem. Actually, it is something wrong with the Audio setting. When you are using your zoom to play a audio, open your Sound settings in Windows and check the volume mixer. Then you may find that the application for Zoom meeting is muted. Just unmute it, everything will be fine.