Euclid is known as the 'Father of Geometry' for his work 'Elements', which systematically presented the principles of geometry. While Pythagoras contributed the famous theorem, and Aristotle and Kepler made significant contributions to mathematics and science, Euclid's systematic approach earned him this title.