Dadabhai Naoroji's book, Poverty and Un-British Rule in India, published in 1901, was a landmark work that criticized British economic exploitation. In it, he formulated the Drain Theory, explaining how India's wealth was being systematically transferred to Britain. This book played a crucial role in the development of Indian nationalist thought.