The chlorine in the pool may kill pathogens in the water, but it may not always be safe for infants with delicate immune systems. According to Mayo Clinic, it increases the risk of asthma in infants, although there are conflicting results for it in many studies. Still, it is recommended that you wait until the baby is old enough to expose him to chlorinated pools.