whcih oil the previous owner was using & changing interval? Covered mileage?
no offense, but usually when people sell their old cars they pour "thicker oils" (20/50) or sometimes STD (oil treatment) that cools down all the noises coming from the engine.
if he has done the same with your car too, then directly going to thinner oils (Semi or partially synthetic) can be dangerous.