This icon will stay in the tray until I click it and it shows My Computer. This is what it looks like.

From the Windows 7 forum.

I have this exact same problem with my Windows 10 64 system. I was thinking that it started when I recently tried out Bitdefender IS, but am not sure. I have not found...