Each car probably draws around 1/3 of an amp, so you're knocking on the door to three amps with the eight cars. Hot bulbs do not draw more current, if anything they'd draw less. However, given the temperature of the filament in the bulb, a slight difference in the ambient temperature outside the bulb would not have a measurable effect.
My guess is the breaker is probably going bad, they do die.
