Dark matter halos are large, invisible structures that surround galaxies and are composed primarily of dark matter, which does not emit or interact with electromagnetic radiation. These halos play a crucial role in the formation and evolution of galaxies by providing the necessary gravitational pull to attract normal matter, leading to galaxy formation and influencing their growth over time.