No.
All income is taxable on a PA resident income tax return regardless of where it originates from.
However, you may claim a credit on your PA return for "taxes paid to another state". Thus you get a credit for the NJ income taxes you may have paid on the rental activity. Be sure the PA return contains a Schedule G and you should provide a copy of your NJ return with the PA return.