Officers found the child Sunday night while following up on a tip call.
The boy's grandmother told officers she locked the child in the shed as punishment.
Police say her boyfriend admitted it had been happening for at least two weeks because the child was allegedly stealing food.
The child told officers that abuse began when he was home from school due to the coronavirus pandemic.