The key figure in establishing the National Park System in the United States was John Muir. He advocated for the preservation of wilderness areas and co-founded the Sierra Club, which played a crucial role in the conservation movement. Muir's efforts led to the creation of Yellowstone National Park and laid the groundwork for the national parks we know today.