Objective: To explore associated factors of mobile phone dependence and its relation with psychological resilience among college students. Methods: College students from 5 universities in Hefei were randomly selected through multi-stage sampling (stratified clustering) and investigated with questionnaires. A total of 2 502 college students were included in the analysis. Results: Mobile phone dependence among college students differed by gender (χ2=18.25, P<0.01), residence (χ2=17.71, P<0.01), whether in a relationship(χ2=8.09, P<0.01), grade(χ2=19.58, P<0.01), only child(χ2=7.48, P<0.01), family economic status (χ2=17.43, P<0.01) and time spent in mobile phone (χ2=73.46，P<0.01) while no similar differences were found by family structure and length of mobile phone ownership. Spearman correlation showed negative correlation (P<0.01) between mobile phone dependence and psychological resilience. Logistic regression model results showed that female, not in a relationship, lower grade, less time spent in mobile phone and high psychological resilience were negatively correlated with mobile phone dependence. Compared with students from rural areas, urban area was positively associated with mobile phone dependence. Emotional control, family support, and interpersonal assistance associated with lower risk for mobile phone dependence. Conclusion Mobile phone dependence is affected by gender, relationship status, grade, usage duration, and residence. High psychological resilience associated negatively with risk for mobile phone dependence.