The forward was heavily linked with a move to Saudi Arabia this summer, with the lilywhites signing striker Raúl Jiménez.
But Silva insists that Mitrovic, who scored 14 goals last campaign, will be involved in their opener today.
They travel to Goodison Park to play Everton at 3 o’clock this afternoon.