The collision happened around 1 am Saturday at Walnut and Linwood Avenues.
Investigators say a white Infiniti was speeding before it slammed into a power pole.
The driver of that car and another passenger inside died from their injuries.
Neither of those victims have been identified.
The crash caused a large power outage to hundreds of homes in the surrounding area.