Mr Kerry said the prospect of a peace deal based on a two-state solution was in grave jeopardy.
Israeli settlement building on occupied land was a major problem, he said.
Mr Netanyahu said he was disappointed with the speech, which he said was "unbalanced" and "obsessively focused" on settlements.
Mr Kerry had "paid lip service to the unremitting Palestinian campaign of terrorism" against Israel, he said.