It happened about 9:30 p.m. at Diversey Harbor on the lakefront. The Chicago Fire Department says the boat took on water and sank.
Those who were onboard were rescued and taken to shore. All denied medical treatment.
Crews will try to recover the boat sometime Monday morning.
