The scientist credited with developing the theory of evolution by natural selection is Charles Darwin. His seminal work, "On the Origin of Species," published in 1859, laid the foundation for modern evolutionary biology. Darwin's observations during his voyage on the HMS Beagle led to groundbreaking insights into the interplay of adaptation and environment in shaping species over time.