WC-based metal-ceramic coatings are widely used in cavitation erosion environments, where their service performance is primarily determined by their microstructural characteristics. Sintering serves as a crucial method for optimizing the coating microstructure. This study employed an innovative short-time vacuum sintering process for post-treating HVAF-sprayed WC-Ni60-Co-Cr coatings. Results showed that the coating treated at 1120 °C exhibited the best cavitation erosion resistance, demonstrating a cumulative mass loss of only 22.5% compared to the as-sprayed state, with the maximum erosion depth decreasing from 29.08 μm to 1.26 μm. This significant improvement was attributed to temperature-driven diffusion acceleration and phase transformation, which were critical for achieving rapid coating densification. These findings provide a novel approach for developing efficient coating post-treatment processes while offering valuable insights into the cavitation erosion mechanisms of thermally post-treated WC-based coatings.