I would take the sides off we have always done that once they have worked out how to get out. The other thing you could try is putting him in a sleeping bag at night as it will make it harder for him to get up and get himself over the bars.
My sister does this with her two and they have never gotten out of the cot yet. One is 2½ and the other 1½