ABSTRACT Objective Our aim was to research the neuromelanin‐sensitive magnetic resonance imaging (NM‐MRI) features of the locus coeruleus (LC) in essential tremor (ET) patients of various cognitive states and to explore the relationships between these features and cognition. Methods We recruited three groups of participants, including 30 ET patients with mild cognitive impairment (ET‐MCI), 57 ET patients with normal cognition (ET‐NC), and 105 healthy controls (HCs). All participants underwent MRI scanning and clinical evaluation. Through NM‐MRI images, we compared the contrast‐to‐noise ratio of LC (CNR LC ) between groups and evaluated the relationships between CNR LC and cognitive scales. Results Compared to HCs, ET‐MCI patients had a substantially lower CNR LC value ( p = 0.017). The CNR LC of ET‐NC patients was intermediate between that of ET‐MCI patients and HCs. Furthermore, a partial correlation analysis in ET‐MCI patients, controlling for age, gender, and education level, showed that higher CNR LC values correlate with better performance on the Montreal cognitive assessment test and the trail making test A. Conclusion LC degeneration in ET patients may partially contribute to cognitive decline, suggesting that the LC norepinephrine system deserves further research on the mechanism of cognitive decline of ET patients as well as the development of targeted drugs.