Yes, there is such a museum and it's located in Somerville, Massachusetts. With a collection of over 600 examples of bad art, such as this thumbnail which is supposed to be George Washington and Jackie O (???), the museum is truly one of a kind.
Check out their website to view more examples of bad art.
[Photo Credit: MOBA Collection]