Okay I will accept that premise for the sake of the argument even though I don't actually believe it's true.
Based on that you go on to conclude it's a good thing that scientists die, so that science can keep advancing.
You're essentially faced with a trolley problem, where pulling the lever one way will make everyone immortal at the cost of slowing down scientific progress, but pulling it the other way will euthanize everyone in the world, and euthanize the countless billions that might live in the future. Somehow your morals (or whatever you call it) tell you that euthanizing everyone is better than slowing down scientific progress. I disagree with you there.
Why not even try to solve the problem some other way than killing everyone? I don't know, why not, say, create an off-world colony outside the reach of those evil progress-impeding elders. Just throwing ideas out there.
Taking your logic to its limit, why not just kill every scientist after their first paper is published? But I don't think you actually want that, so lets hear your argument against my strawman.