Unfortunately, stuff like that happens.
That's pretty much what happened when I lost my Bichon, except that my neighbors denied ever seeing her even though that's the only place she could have went. I'm still on the look out for her, and when my Yorkie comes home... I'm never letting her outside without me there with her.