Electricity provider Central Networks confirmed the outage happened between 8.15pm and 2.30am on Tuesday.
The reason for the power cut was a fault in the overhead power lines in Little Gringley.
The five-hour delay in getting the power back on was put down to engineers having to order two new insulators which had blown and isolating the fault area.