The mathematician who is most famous for the development of probability theory is Blaise Pascal, a French mathematician, physicist, and philosopher. Pascal made significant contributions to probability theory through his correspondence with Pierre de Fermat in the 17th century. Together, they laid down the groundwork for the theory of probability, which has since become a fundamental branch of mathematics with wide-ranging applications in various fields.