The scientist known for the theory of evolution by natural selection is Charles Darwin. His groundbreaking work, particularly in his book "On the Origin of Species," proposed that organisms evolve over time through the process of natural selection, where traits beneficial for survival are more likely to be passed on to future generations. Darwin's ideas laid the foundation for modern biology and have influenced numerous fields, including genetics and ecology.