The famous physicist who developed the atomic theory of matter in the early 19th century is John Dalton. He introduced the concept that matter is composed of small particles called atoms and formulated laws that describe their behavior in chemical reactions. Dalton's atomic theory laid the foundation for modern chemistry and significantly advanced scientific understanding of the composition of matter. His contributions are still fundamental to the field today.