A second victim also received non-life threatening injuries during the incident, which occurred shortly after 10 p.m. ET.
Police had no further details on the names, gender or ages of the victims as of early Wednesday morning.
Eglinton Avenue at Oakwood Avenue remains closed as police investigate. The 32 Eglington West TTC bus route has been diverted to avoid the scene.