Stealing them from you is defined by the stolen friend spending less time with you than usual, and more time with the friend doing the stealing.
Jake: oh just hanging out at my house, playing video games with Wally.
John: Why didn't you call man? You know I wanted to hang out tonight.
Jake: Well Wally was already here when I got home.
John: Wally is such a friend thief.