Go to zoom.us, Log in, Click on "My Account"
Click on "Mute participants upon entry".
Note that this feature will automatically mute all participants on entry.
We are all set.
Note that feature Automatically mute all participants when they join the meeting. The host controls whether participants can unmute themselves