Antoine Lavoisier is the renowned scientist often referred to as the "father of modern chemistry." His work in the late 18th century laid the foundation for the field by establishing the law of conservation of mass and developing a systematic chemical nomenclature that transformed how scientists approached chemical reactions and substances.