I recommend reading "The Story of Art" by Gombrich. It is very well written, although perhaps it should have been called "The Story of Western Art".
I've also enjoyed Theories of Modern Art by Chipp [1]. Gives a great insight into the mind of the artist.
[1] http://www.goodreads.com/book/show/93073.Theories_of_Modern_...