The incident occurred around 3:00 p.m. as a fast moving storm was in the area of 3rd Street and Martin Luther King Boulevard.
The female victim, 26, was taken to Cooper Medical Center with a broken leg and broken collarbone.
Officials say another tree fell on a woman at 3rd and Federal streets. She was also taken to Cooper.
There is no word on their conditions.