The items disappeared from the museum in the 900-block of North Milwaukee Avenue decades ago.
The artifacts include rare 18th and 19th century documents, prints and sketches.
Also stolen were military medals and World War II-era propaganda.
The FBI says the items are valued at $5 million. They were recovered from a home in Chicago in 2011.