APOE*3Leiden.CETP mice, a translational model for hyperlipidaemia and atherosclerosis, were used to evaluate the mechanisms underlying the lipid‐lowering effect of icosabutate and its effect on atherosclerosis. Here, CETP is linked to atherosclerosis.