It happened around 8:30 Saturday night on the 600 block of East Chelten Avenue.
Authorities say flames were showing upon arrival at the three-story home.
An 18-month old and a man in his 20s were both taken to Albert Einstein Hospital for smoke inhalation.
The fire was brought under control within 20 minutes.
No word on what sparked the blaze.
