Assuming you *are* actually using "Send to Device", that should take. I don't recall if those might not be device-specific, and it's been ages since I've used the Kindle driver, so, do check its settings with the right device connected, too.
(Note that this obviously only applies to newly sent books).
In any case, definitely a calibre setup issue
.