Mahatma Gandhi organized the Indian Ambulance Corps in 1899 during the Second Boer War in South Africa. The corps of over 1,000 Indians provided medical support to the British, marking Gandhi's early organized leadership. Patel, Mehta, and Naoroji were prominent Indian leaders but not associated with this specific effort.