Superdeporte claims the Spanish side are looking to bring in the 24-year-old as a replacement for David Villa who has agreed to join Barcelona.
Valencia coach Unai Emery is keen on signing Gignac this summer, but the club are also keeping tabs on Getafe ace Roberto Soldado and Lorient star Kevin Gameiro.
