It happened around 11:26 a.m. Saturday on Belmont Avenue near Belmont Mansion Drive.
Police said a driver lost control and slammed into a tree. The vehicle burst into flames.
Medics arrived and found two victims, a male and a female.
Both were pronounced dead at the scene.
Authorities closed Belmont Avenue as they began their investigation into what caused the driver to lose control of the vehicle.