The versatile 28-year-old, who made 27 league appearances as Newcastle lifted the Sky Bet Championship title last season, has signed a three-year contract with the Whites.
He joined the Magpies from Ajax in August 2012, making more than 150 appearances in all competitions and scoring three goals.
Everybody at Newcastle United wishes Vurnon well at Elland Road.