Yes, chlorine can cause a strong chemical smell in pools, especially if the chlorine combines with sweat, urine, or other organic matter in the water. This smell is often associated with poorly maintained pools and is an indication of chlorine's reaction with contaminants. Proper pool hygiene and maintenance can help minimize the development of this smell.