It sounds more like anxiety over being left alone. What you could try is giving him a special treat which will keep him busy when there is no one around, such as a kong toy stuffed with food. This special treat he should get only during the time when he is to be alone. This can help him to associate being by himself with a good thing - getting a special treat.
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