Not quite true. Depression can have an effect on feelings towards others. He's withdrawing from people because he's depressed. You did the right thing being there for him.
I would try to understand what happened that causes him to need space. It also sounds like he's kinda talking to himself, he's clearly saying that he's unwell, as you said. I'd also primarily encourage therapy so he can sort out his feelings better, to help his possible depression