Objective This study compared the protective effects of curcumin (CUR) and Tetrahydrocurcumin (THC) against T2DM-related myocardial injury and delved into the differences in their mechanisms. Methods A mouse model of Type 2 diabetes mellitus (T2DM) was established by using a high-fat diet in combination with low-dose streptozotocin. The mice were randomly divided into four groups: the normal control group, the model group, the CUR dietary intervention group (800 mg/kg diet), and the THC dietary intervention group (800 mg/kg diet). Dietary supplements were administered concurrently with model induction. Myocardial morphology, fibrosis, and glycogen deposition were evaluated through hematoxylin and eosin (HE), Masson, and periodic acid-Schiff (PAS) staining. Oxidative stress indicators and plasma cardiac injury markers, such as lactate dehydrogenase (LDH) and cardiac troponin I (cTnI), were measured via colorimetric assays. Differentially expressed proteins were screened by proteomics, and the expression levels of pathway-related proteins were verified by Western blotting. Results Compared with the model group, both THC and CUR significantly alleviated myocardial disarray, diminished interstitial fibrosis (P 0.01) and glycogen deposition (P 0.05), and decreased plasma levels of LDH and cTnI (P 0.05). Moreover, they reduced myocardial malondialdehyde (MDA) levels (P 0.001) and enhanced total antioxidant capacity (T-AOC) (P 0.01), superoxide dismutase (SOD) (P 0.05), and glutathione (GSH) activities (T2DM+THC vs. T2DM, P 0.01). Notably, THC exhibited more pronounced improvement than CUR across all these parameters. Correlation analysis indicated a significant positive correlation between fasting blood glucose levels and the cardiac injury markers LDH and cTnI, implying that the improvement of glycemic control is closely related to myocardial protection (P 0.001). Mechanistically, proteomics combined with Western blot validation showed that THC more effectively inhibited the over-activation of the STK3-LATS1 axis in the Hippo pathway compared with CUR, as manifested by a remarkable down-regulation of the phosphorylation levels of STK3 and LATS1 induced by T2DM (P 0.001). Conclusion THC may alleviate myocardial injury in T2DM mice by inhibiting the Hippo signaling pathway. It exhibits more potent cardioprotective effects than CUR, and therefore has the potential to serve as a natural dietary supplement for the prevention and treatment of T2DM-related myocardial injury.