The article discusses the philosophy of causal explanation proposed by David Lewis. Topics discussed include its role in embracing non-causal explanation as a supplement, its role in understanding concept of Saturn's rings proposed by mathematician Vladimir Arnold and role of causal explanations in understanding conspiracy of failed assassination attempts in the grandfather paradox.