The gold foil experiment's main outcome was discovering that atoms have a small, dense, positively charged nucleus at their center, with most of the atom being empty space. This revolutionized atomic theory. Neutrons, protons, and electrons were either discovered later or through different experiments - the nucleus itself was the key discovery here.