The fire broke out around 11:45 p.m. on the 4200 block of Ormond Street.
Firefighters placed the blaze under control within fifteen minutes.
Authorities say the unidentified male and female suffered gunshot wounds. They were pronounced dead at the scene.
The Fire Marshal and homicide detectives were called to the scene.
Investigators think the fire may have been intentionally set.