From what I understand, these two brothers didn't have a criminal record before the bombings. So a background check on them wouldn't have stopped them.
BTW, gunpowder was invented over 1000 years ago. Its ingredients can be found in just about any hardware or garden supply store. So what's next? Conduct a background check on anyone who walks into a Home Depot?