In murine studies, we demonstrate that aging‐associated increases in chronic inflammation, the onset of splenomegaly, and the accumulation of myeloid populations in the bone marrow and spleen can be prevented by the anti‐inflammatory cytokine IL‐37. Here, IL37 is linked to Splenomegaly.