Euclid is known as the father of geometry for his foundational work 'Elements,' written around 300 BCE. This comprehensive work organized geometric knowledge into a logical system using axioms, definitions, and proofs that influenced mathematics for over 2000 years. While others like Pythagoras contributed to geometry, Euclid's systematic approach earned him this title.