While others, like Alfred Russel Wallace, also contributed to the theory, Darwin is considered the primary figure due to his extensive research and publication of "On the Origin of Species" in 1859. This book laid out the foundations of the theory of evolution by natural selection and revolutionized our understanding of life on Earth.