Johnny Depp is mourning the death of his close friend and collaborator Jeff Beck. A source tells PEOPLE the Pirates of the Caribbean star “is totally devastated” after the English guitarist died at the age of 78 on Tuesday, noting that Depp, 59, “was by Jeff’s bedside” along with “some other rock stars” before Beck’s death. “They had a really …