Police said it happened as they were out searching for a deer off Benoit Road in St. Clair County.
According to authorities, the first person was shot in the woods on private property and another person was shot trying to unload the gun.
Police did not reveal the ages of the victims or their conditions.
The chief of police said the event is for young people to hunt, but they must be accompanied by an adult.
The investigation is ongoing.