Hey 
Congrats on your new baby!
Okay so this is what I would recommend. Put his cage on the floor. You don't have to bring it into your bedroom at night, he'll be fine in another room by himself. Actually if you have the room to keep him out of your bedroom, I recommend you do because rabbits can actually be pretty loud at night sometimes.
So I recommend you move the cage to the floor. When it's time for his play time, open the cage door and let him come out of his cage on his own. You can try to encourage him with treats or by talking to him if you want, but don't pick him up and force him out of the cage.
Same thing for when it's time to go back in. Don't chase him, grab him, pick him up...just wait until he goes back into his cage on his own, or use treats to encourage him to return. Rabbits are smarter than a lot of people think. You can even try to teach him to go back into his cage on command.
Doing what your doing by catching him like that could very well set your relationship with him back a bit. It's all about trust with rabbits. You want to earn his trust, and by tricking him and then grabbing him like that you are unfortunately not really giving him many reasons to increase his trust in you.
Congrats on your new baby!
Okay so this is what I would recommend. Put his cage on the floor. You don't have to bring it into your bedroom at night, he'll be fine in another room by himself. Actually if you have the room to keep him out of your bedroom, I recommend you do because rabbits can actually be pretty loud at night sometimes.
So I recommend you move the cage to the floor. When it's time for his play time, open the cage door and let him come out of his cage on his own. You can try to encourage him with treats or by talking to him if you want, but don't pick him up and force him out of the cage.
Same thing for when it's time to go back in. Don't chase him, grab him, pick him up...just wait until he goes back into his cage on his own, or use treats to encourage him to return. Rabbits are smarter than a lot of people think. You can even try to teach him to go back into his cage on command.
Doing what your doing by catching him like that could very well set your relationship with him back a bit. It's all about trust with rabbits. You want to earn his trust, and by tricking him and then grabbing him like that you are unfortunately not really giving him many reasons to increase his trust in you.