Thats not true with all Megadeth songs. I think the only ones that stuck with me were Set Me Free, Die Dead Enough and Symphony of Destruction, but I only own one of their albums, and I personally didn't like it. (United Abominations)
The song stuck in my head right now is Dumb Ways to Die.