You don't mention how many miles the engine has covered or if it's had any work done so it's hard to say. Yes, use and fresh (correct grade) engine oil could cure this problem. But you may also need to replace the tappet if the car has frequently missed oil changes or had the wrong grade of oil used. Worst case scenario is that oil starvation could have also damaged the camshaft.