There's a wiki article somewhere that was brought up when this discussion happened on reddit that states that members of security details aren't usually granted immunity, only consular officials are.
EDIT: I found it [0]
[0]: https://en.wikipedia.org/wiki/Diplomatic_immunity#Diplomatic...