Police believe the boy had been away from his nearby home for about an hour.
When they knocked on the parents' door they were not aware that their child was missing.
"The boy lives a couple of hundred metres away from the pool and while he would have had to cross a couple of main roads, he obviously knew his road rules making it safely to the pool," Mr Monks said.