The incident took place on Friday night at about 8:30 p.m. ET along Sturdee Drive in Upper Marlboro.
Officers had to perform CPR on the boy and he was then taken to a local hospital.
He’s now listed in critical condition, according to police.
It is not yet known how the boy wound up in the swimming pool.