George Boyd equalised shortly after the restart with a preciseshot into the bottom corner but Kitson almost immediately headed Middlesbrough back in front after a brilliant cross from Adam Johnson.
Instead the Dutch faced a frantic finale when, in the 92nd minute, Maxi Pereira ran on to a quickly taken free-kick, turned Eljero Ejia and curled a preciseshot into the bottom corner of the net.