Proper Custom Avatars.
Enable the plugin from the 'Plugins' page.
Go to settings -> discussion; Scroll down to the option to set the site wide default avatar
type or Paste the URL of the Avatar image you would like to use in the field
Go to your user profile and add the url to your avatar (Every user can do that)