On top of the things already mentioned also don't forget that most corns tend to hide during the day and be most active around sunrise/sunset. You may just be catching him at a time that he prefers to sleep.
That is a nicely setup tank. If you keep him in there long enough he will probably freak you out thinking he escaped, but really he is playing a game of hide and seek behind the foam background.
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