Were you recharging them?
That experience lead me to understand that a common failure mode was that the radio receiver circuit had some tuning caps on it that would get jostled about, causing the car to cease responding. Not sure why they went with trim caps other than it meant everything else could be wider tolerances if they just tuned it once fully assembled. It did lead to a lot of fallout though.