Landau damping is relaxation without dissipation. For more than a half century it has been considered as a key phenomenon in plasma physics, and studied both in physics and mathematics, however mainly at the linear level. In this lecture I explain about the physical and mathematical theory of Landau damping, and the recent progress by Mouhot and myself about Landau damping in the nonlinear, close-to-equilibrium regime.