This one goes right up there with checking the fitting rooms when you don't find your size on the rack. Don't give up. People change their minds about purchases often. I would even venture a guess and say that returns are more common to E-tailers than to B&M stores. In any case, it can sometimes take awhile for a return to reappear in inventory so be patient.
*Anxiously awaits the mail carrier*