This news article reports that one of the Boston Marathon bombers purchased legal fireworks in New Hampshire, although the kits he bought did not contain enough explosive to make the bombs used in the terrorist attack.

This doesn’t mean mining fireworks for their powder wouldn’t work, just that it would cost more and take more effort than finding other sources.