The popular museum, which sees about six million visitors soak up its historical artefacts each year, has some 50, 000 objects on display which all need to be kept in the best condition.
The painting, which was not thought to be important and in a bad condition, was covered in layers of dirt and varnish and was not on display at the Bowes Museum.