The collision happened around 3 p.m. at Borton Landing and Hartford roads in Moorestown.
Rite Aid is headquartered at the Navy Yard in Philadelphia. It has tried to sell or close down more than 150 stores since filing for bankruptcy last month.
What started as a bridge rehabilitation project between Moorestown and Maple Shade has turned into a bridge closure, sending drivers on a detour.
Police say the thieves came back after burglarizing another home and stealing a car in another part of town.
Moorestown police say a suspect snuck into a women's restroom and recorded a woman from underneath the stall door.
The problem of people stealing the vehicle parts, which contain valuable precious metals, has been growing for some time.