The immune suppression required for the resolution of acute inflammation is characterised by molecular and metabolic reprogramming of myeloid cells. Authors here show that the transcription factor ZEB1 is a key mediator of the pathway governing transition from inflammation to immunosuppression via regulating mitochondrial translation in macrophages.