how to turn off sound when muting and unmuting in basic

Go to audio settings > scroll down to bottom > uncheck "play sound when muting..."

There is an update on this setup: Go to settings > Display & controls > Controls > Uncheck Play audio chime for mute/unmute. So only you can hear the chime