Nobody knows why neanderthals died. There was considerable amount of crossbreeding - modern europeans may carry genes inherited from neanderthals - so it's far from obvious what exactly happened.
What makes you think pre-agricultural stone-age Homo Sapiens with a sparse population would have been in any position to eradicate Neanderthals to extinction?