It happened here around 9:30 a.m. on the 400 block of Shell Road in Carney's Point in Salem County.
Officials said the tanker landed on its side after the driver swerved to avoid a deer.
The truck was carrying diesel fuel and developed a leak after it crashed.
Hazmat crews immediately went to work to stop that leak.
There were no reports of any injuries.