Goto Options (bottom right corner of game screen) then click on the Audio on check box to clear the tick.
Then click on the confirm changes button (bottom right of window that popped up).
This setting applies only to that world for that account. It is not remembered if you go incognito/private mode but is if you are in a regular browser window.