That door is the Endoskeletons room and sadly you can only acess it during the part of the game where you go down there with puppet, if you don't go there during that part, you won't be able to open that door after it. So yeah, you are going to have to at least go back to before you got down there with puppet and then trigger the cutscene in order to unlock it.