In this study, the first to examine potential causality and direction of association, we conducted univariable and bidirectional MR analysis testing associations of genetically-predicted smoking behavior with CRP levels (as a measure of generalized inflammation), IL-6 activity, and risk of depression, and vice versa. This evidence concerns the gene CRP and major depressive disorder.