I currently have three kids who are in this stage of tantrums and screaming for attention. I just remove them from the room and give them no attention. Once they stop, I go get them and ask them if they are ready to join the others and have fun. I also purposely do something I know they like doing so they understand that they miss out on fun stuff while they are calming down.