That sounds very frustrating! Have you tried explaining to him that he is not to get out of bed unless mummy or daddy come and get him? I did this with all three of my kids and it worked for all of them. I did tell them this rule on the first night in their bed though. Kids understand a lot more than we give them credit for!

Could you offer him some sort of reward for staying in bed?

I hope you find something that works!!