It happened around 10:30 Saturday morning on Kensington Avenue.
PECO officials say there was a problem with a piece of underground equipment that caused it to overheat.
The buildup of heat created pressure causing the manhole covers to pop off.
No one was injured.
PECO crews arrived on the scene and manually shut off power to about 40 customers in order to make repairs.