Buddhism, Science, and the West

Why do many of us assume that Buddhism and science are polar opposites—that Buddhist teachings are so paradoxical and mysterious they are not even meant to be understood? Is it possible instead that the teachings of Buddhism actually predate certain scientific conclusions the West is just now discovering?