Click on the 'Cog' at the top right of your email page.
From this Menu Select 'Automatic Replies'
On the Settings page you can adjust your automatic reply message, choose a time span when the message will be active.
Please note: If you do not specify the 'Send replies only during this time period' setting then the automatic response will remain ON permanently until you manually disable it.