It happened on in the 800 block of West Trinity Avenue east of North Duke Street around 2:30 p.m.
Pictures from the scene showed EMS workers tending to the woman who was conscious.
The truck had a smashed windshield.
Durham Police said the woman's injuries did not appear to be life-threatening.