Flames then broke out around 2:45 a.m. inside a home on the 4800 block of Parrish Street.
A 1-year-old boy was among five people who were rescued from the home.
Officers who responded first to the scene managed to pull the victims from windows before fire crews arrived.
The five people saved are all being treated for smoke inhalation and are all expected to recover.