Just a thought, but you may want to try and get him to eat frozen/thawed or pre-killed prey. If he's too weak to hold his head up for long I don't imagine he'd do very well with a struggling mouse or rat. Do you know what they were feeding him before you got him?
Glad you got him and best of luck getting him healthy again!