Usually when people talk about the growing income gap they're not looking back as far as the early 1900s. Like here:

http://www.motherjones.com/politics/2011/02/income-inequalit...

If you want to look further back, you can probably find the data somewhere here:

http://research.stlouisfed.org/fred2/