Ensure that you teach him to stay calm while you are away. Your aim should be to make him learn to stay in position till you return. Make him understand that he should be at ease even without your presence. Taking these methods into consideration can cure your dog separation anxiety problems quite easily. Once he realizes this, chances are low that he'd suffer from depression ever again because of your absence. However, your pet needs affection, which he should receive always.