MXene has garnered extensive attention in the preparation of polymer dielectric materials due to its outstanding electrical conductivity. However, high dielectric loss has hindered the application of such polymer-based composites. In this study, MXene/PVDF composites were prepared with polyvinylidene fluoride (PVDF) as the matrix and two-dimensional nanosheets (Ti3C2Tx MXene) as fillers. To mitigate dielectric loss, MXene was adorned with a polydopamine (PDA) layer. Results showed that compared to MXene/PVDF composites, MXene@PDA/PVDF composites exhibit lower dielectric loss. At 103Hz, the dielectric constant of 2wt.% MXene@50%PDA/PVDF composite (50% PDA relative to the mass of MXene) is 12.8, showing a 1.5-fold that of pure PVDF. However, it boasts a mere dielectric loss of 0.017, signifying a remarkable reduction of 57.4% when compared to the MXene/PVDF composite. The 12wt.% MXene@25%PDA/PVDF composite (25% PDA relative to the mass of MXene) demonstrates a dielectric constant of 101.4 at 103Hz. It boasts a dielectric loss of 0.377, signifying a reduction of 36.1% compared to the MXene/PVDF composite. Composites with excellent dielectric properties can be prepared by the addition of MXene@PDA into PVDF.