The incident happened just before 10:00 Sunday morning on the 1300 block of North 75th Street.
Police say it started as a domestic dispute when the man assaulted the victim and then poured gasoline on her. The suspect then fled the scene.
The victim did not seek medical attention.
Police are looking for the man, who was last seen driving a silver Chrysler Concourse traveling east on Haverford Avenue.