Let's take the most archetypal genius: Einstein. First, he was here at the right time. Relativity was begging to be discovered, at the time we had observations good enough to invalidate the previous theories and fit the new ones. The mathematical groundwork was here, all that was needed was a spark of genius, which Einstein had, but I'm quite many others had it too. But maybe the others chose a topic other than physics, had a different education, or were born too early or too late...
Furthermore, Einstein essentially took 10 years to revolutionize physics. And then, not much. By not much, I mean he was still a top class physicist, but he couldn't restart the spark of genius, or he simply didn't have fuel for it.
So what if after finishing his work on general relativity, he just died, or pursued a career in management, or something like that. Many people would have probably said he would have discovered all the secrets of the universe, when in reality, it wouldn't have made much of a dent in history.
So don't worry and live your life as you want to, and don't expect too much of others. Things will get discovered eventually, and just because someone did great things in the past doesn't mean they will in the future, and vice versa.