Bag Holder

In eighteenth century British slang, a person who was "left holding the bag" was the chap who was stuck holding onto the stolen goods, and thus being arrested, while the rest of the nefarious criminal gang escaped.

As adapted (and rearranged) for U.S. financial slang, a bag holder is a shareholder left holding shares of worthless stocks.