Franklin D. Roosevelt is recognized for establishing the foundation of modern social welfare programs in the United States during the Great Depression with initiatives like the Social Security Act and various relief efforts. His administration aimed to provide necessary support to the needy, fundamentally altering the relationship between the government and its citizens in terms of social responsibility.