You buy the rights to the song, or you pay for the use of them.
I also have a few more questions about this same topic, kind of (if your willing to answer).
1. Are any of the wasteland radio songs on the public domain? (which ones?)
2. If I were to make a fallout film and/ or animation, how would I go about getting permission to use the score written specifically for fallout if possible?
3. Would I be able to monetize said video (only on youtube, deviantart has no monitize option)?
Thank you if you answer these questions.