Antony looked to have pushed Burnley further towards the drop, but the Clarets hit back.
The Sweden international struck either side of half-time as the Magpies fought back to send the Blades to the Championship.
Marco Silva’s men took a while to get going but they took the lead through Rodrigo Muniz.
The Hatters remain a point behind 17th-placed Nottingham Forest.