James madison's main argument in favor of a federalist position, stated in federalist 10 and 51, was in defense of: A defense of large governments to prevent factions.
James madison believed, giving all power to each states will increase the risk of conflicts and separation. In order to prevent this, he proposed the formation of federal government which has the authority to rule over the states