Growl notifications in Fullscreen Apps
If you are using Spaces as well as FullScreen (which it sounds like you are) Yes, this has always been the case.  However, with OS X the default is Desktop #1.  You can set your growl Notifications for a different desktop and they won't appear when not on that desktop.

I hope this answers your question.