The DJIA is not meant to be viewed in isolation but in the context of other indexes like DJTA, the idea being that if industrial companies are doing well but the railroads or shipping aren't, it will be reflected in those respective averages diverging, hinting at deeper economic problems.
Also they adjust for stock splits now.