What else can they do.   It's hard to prove theft.   You were suspecting the buyer and ebay would probably do the same.   

If the buyer had used the reason "Item damaged"  (eg. if the phone's original box was damaged to get the phone out)  ebay would have issued the refund themselves and you'd have kept the payment.