[Tom]

He's got a split personality. In reality Eli would be coming from Newt but I think to make it easier and so they can add in a twist later on they've brought in another actor to show what Eli is like.

Its not in his imagination, its like having 2 people trapped in the same body and both take over the body at different (and random) times.