If you want to turn microphone off during a call :
- tap the green phone during the call to turn off your microphone.
- Tap the phone back again to be able to talk.
Or you're referring to "do Not Disturb":
- tap / hold the person or group you want to mute,
- select Settings from popup menu
- turn "Do Not Disturb" on.