To examine whether maternal gestational hypertension and preeclampsia are associated with behavioral problems in offspring throughout childhood and early adolescence. We conducted a prospective cohort study of 2804 women in the Western Australian Pregnancy Cohort Study and their children observed at age 2, 5, 8, 10, and 14 years. The Child Behavior Checklist (CBCL) was used to measure problem child behavior with continuous z-scores and clinical cutoff points. Control variables included known biomedical, sociodemographic, and psychological factors. After adjustment, with general linear model analyses children of women with gestational hypertension were shown to be more likely to have higher CBCL z-scores, indicative of poorer behavior, from 8 years on, with the largest difference seen at 14 years. Children of mothers with preeclampsia were more likely to have lower CBCL z-scores, indicative of pro-social behaviors. The multivariable logistic regression analysis showed that gestational hypertension was predictive of clinically significant CBCL T-scores from age 8 to 14 years. This association was significant for externalizing behavior, such as delinquent and aggressive behavior, and for internalizing behavior at age 14 years. Unexpectedly, preeclampsia reduced internalizing morbidity at ages 5 and 8 years. The opposing effect on child and adolescent behavior of gestational hypertension and preeclampsia warrants further attention.