Distraction and removal are often all you can do at this age - he might be getting to a 'reasoning' age, depending on the child though it can take a while longer.
I would also consider whether he's tired or hungry. Low blood sugar always sets my DS off. It's amazing what a difference one mouthful of food can make.
But yeah, it's pretty normal