You can make friends with some... friends. And they may, or may not, return the vehicle to you.
I also personally hardly ever use the vehicle. I travel by foot and use Numpad . to return to base, it is faster, and you get to carry heavy things with you in the process. Immersion-breaking, sure, but so is using the remote control.