I had the same issue and then I realised that this was the "old" way of doing it. There is a new thing called the "full screen mini bar" which had been set by default not to show. Go to the View menu, choose View Menu -> Full screen mini bar -> Automatically show and hide.
You now get a little nice small grey widget appear on the left hand side of the screen which gives you all that functionality.
