Dadabhai Naoroji formulated the 'Drain Theory' in his book 'Poverty and Un-British Rule in India' (1901), explaining how Britain drained India's wealth through taxes, trade policies, and salaries. W.C. Bonnerjee was Congress's first president, Gandhi and Gokhale were later leaders.