Previous research suggests that intimate partner violence (IPV), particularly physical or sexual violence, was associated with cervical cancer. However, there is less work examining the mechanism of the relationship between IPV and cervical cancer. The purpose of this cross-sectional study was to examine psychosocial factors (e.g., stress, social support, self-esteem, and depressive symptoms) as mediators of the relationship between IPV and cervical cancer among 532 Thai women with gynecological problems. About 21.1% of participants reported any type of IPV (e.g., physical, sexual, or emotional violence) in the past year and 22.2% had cervical cancer. IPV was significantly positively associated with stress, depressive symptoms, and cervical cancer but negatively correlated with social support and self-esteem. Results from structural equation modeling indicated that not only did IPV exhibit significantly direct effects on social support, stress, and depressive symptoms, and indirect effects on self-esteem, but it also had a significant, positive, total effect on cervical cancer. IPV exhibited the significant indirect effect on cervical cancer through social support, self-esteem, stress, and depressive symptoms. The model fitted very well to the empirical data and explained 9% of variance. The findings affirmed that those psychosocial factors were mediators of the relationship between IPV and cervical cancer. Health care protocols for abused women should include screening for and treatment of IPV-related psychosocial factors. Interventions that provide social support and protect self-esteem should reduce stress and depressive symptoms among abused women, thereby reducing the risk of cervical cancer.