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Purpose The current study investigated the association between bicultural identity integration (BII, incorporating BII-harmony and BII-blendedness), national identity, and anxiety related to Coronavirus disease 2019 (COVID-19) among ethnic minority college students. In addition, this research examined the mediation role of power values in the relationship between BII, national identity, and COVID-19-related anxiety. Methods This cross-sectional research design made use of online surveys. Using convenience sampling, participants comprised 235 Chinese ethnic minority college students drawn from four colleges in the ethnic minority autonomous regions of China. Data were collected during June 2020. Participants mainly lived in ethnic minority communities or villages in southwest China before receiving higher education at urban campuses. Results Correlation analysis revealed that BII-harmony, BII-blendedness, and national identity were significantly negatively correlated with COVID-19-related anxiety. Mediation model analysis showed that power values were significantly positively correlated with COVID-19-related anxiety. Power values play a mediating role in the relationship between BII-harmony, national identity, and COVID-19-related anxiety, and have an inhibitory effect on this relationship. Conclusion Our findings indicate that BII-harmony and national identity could have the function of protecting ethnic minority college students from COVID-19-related anxiety. Emphasizing individualistic personal power values could increase COVID-19-related anxiety, whereas a collectivist identity reduces anxiety. These findings could provide another perspective on psychological interventions to reduce anxiety during the COVID-19 pandemic.