Electricians from YEDL are working to restore power, having been made aware of problems at about 11.30am.
The areas affected are Cleethorpe Road, Flour Square, Humber Street, King Edward Street, Prince Albert Gardens, Riby Street and Victoria Street North.
A spokesman for the firm said they hope power will be restored to all properties by 1.30pm.