The pandemic has attracted extensive media attention around the world. In reports on the pandemic, metaphors are widely used to frame pandemic events through cross-domain mappings. Based on critical metaphor analysis, this study examines the metaphors in pandemic reports published in China Daily, the largest government-owned English-language newspaper in China and explores the metaphorical construction of China’s anti-pandemic image. We find more than 13 metaphor varieties, among which, the metaphors of war, journey, and family and friend are dominant. Through these metaphors, China is largely constructed as a people-oriented, united, resilient, responsible, and friendly country as well as a victim of political stigmatization. We argue that the stance and ideology of China Daily and the international background of infodemic influence the representation of China’s anti-pandemic image.