Some email messages download directly into deleted file, bypasing the inbox.

What kind of emails are they? Is it something you would normally get in your inbox?

They are normal emails no different from those that come into my inbox

Is this problem in Outlook?

It is IE. Most emails come normally into the inbox. Mail from one friend seems to only go into the deleted file. A few messages from people in a discussion group also go there.