Highlights •Physical activity (PA) is associated with a wide range of health benefits.•PA during adolescence predicted lower levels of depressive symptoms 3 years later.•The association remained after adjustment for the baseline occurrence of mental health problems.•Low physical activity as a predictor of depressive symptoms were only significant among boys.•PA did not predict externalizing problems or anxiety 3 years later in the adjusted model.