• Humidity significantly amplifies health risks associated with extreme temperatures in China.
• Cold-dry weather events pose the greatest health risk, emphasizing the need to consider humidity in cold weather advisories.
• Integrating humidity into health risk assessments improves predictions and enables more effective public health strategies.