Josh Duhamel and Fergie are one Hollywood couple that we don't get the opportunity to see very often — they definitely try very hard to stay out of the limelight.

But the married pair were spotted last night stepping out for a romantic dinner in West Hollywood. The Black Eyed Peas singer and the Transformers star enjoyed a night of Italian food at Craig's restaurant last night and tried to hide… but did not succeed.

OK! GALLERY: JULIANNE HOUGH AND JOSH DUHAMEL FILM SAFE HAVEN IN NORTH CAROLINA

As Josh headed out the door, Fergie did her best to hide behind her seriously tall husband. It's nice to see Fergie and Josh reunited, since the actor has been very busy filming his new movie Safe Haven in North Carolina with Julianne Hough. It is the latest film to be based on a Nicholas Sparks novel.

OK! GALLERY: JOSH DUHAMEL AND FERGIE HAVE A ROMANTIC DINNER OUT IN WEST HOLLYWOOD

Maybe Fergie will have a song the soundtrack!

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