This has been requested and will maybe be possible with the rewrite of OBS :)
At the moment you could create a duplicate of your scene, one with the video, one without, and set a hotkey to both scenes. Now if you switch to the scene with the video it will start playing but the rest of the scene will look the same as before. You might have to add some sources as global sources for the illusion to work perfectly!