Philadelphia Athletics History Society: History: The Story Behind the White Elephant
http://philadelphiaathletics.org/history/elephant.html
This link offers a story called "Why the Athletics Are Called ‘White Elephants"" by S. O. Grauley
Referenced in:
Onomastics (Ono-what?) of Baseball Team Names and Mascots: What's In a Name?