A right-wing alliance led by Meloni's Brothers of Italy party appeared set for a clear victory, according to the most recent polls.
Italy's first autumn national election in over a century was triggered by party infighting that brought down Prime Minister Mario Draghi's broad national unity government in July.
Polls close at 11.00 p.m. (2100GMT).