Here's why:
* Common nouns are general names for people, places, things, or ideas. They are not capitalized unless they are part of a proper noun.
* Exhibits, National Museum of Mexican Art, Chicago are all proper nouns, referring to specific things.
* History refers to the general concept of past events.