All it's really doing after you wait there for two seconds is exiting expose with that window in front. So just press the expose button again, or press the space bar.
In normal drag and drop functions, hitting the space bar forces a folder you are dropping into to spring open instantly instead of waiting and blinking. In this case, it doesn't really matter which you do, because it's just exiting expose as far as I can tell.