So I found the solution.

I just added correct MIME type to the WP site.

Extension: mp4

MIME type: video/mpeg

And now it works fine.

What is a MIME, how do I edit in IIS7: http://technet.microsoft.com/en-us/library/cc725608%28v=ws.10%29.aspx

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