I assume :it means he had had some notion that led him saying that (有点概念）只是这猜测没有根据
I presume :it means he forecast an event that's gonna to happen.（预测） presume是有点根据的假设
I suppose :it means he's unsure of what gonna happen(不清楚）to presume (something) to be true without certain knowledge