Incoming emails flash in my Inbox then disappear into Deleted Messages folder

Finally I found my InBox emails ended up in Deleted Messages Folder. I took all accounts offline, then after a few minutes put back online. Can't tell if it resolved my problem since DMF is empty.

[Re-Titled by Moderator]

Original Title: My incoming mail flashes in my In-Box then disappears.