Something that worked with one of my sons, who screamed like a banshee for even minor things, was to ask him to try to cry quietly. His difficulty was that if someone suggested he stop or try to be calm, he would try and then get frustrated at not being able to and end up crying harder for that frustration. By giving him 'permission' to cry, he learned control at a pace more in line with his intense emotions.