It seems that the Deleted Items folder and the Junk E-mail folder of Hotmail and Outlook.com accounts get emptied automatically after some time.

Unfortunately, a message got delivered to one of these folders and since I wasn’t able to check my mail for some time, I never got a chance to move it back to my Inbox.

Is there any way to recover these automatically deleted emails somehow?