stonent:
Did I reach some sort of cut-off point where the blue LED just refused to start because not enough current?
The red LED is lower voltage so all the current went that way (path of least resistance).
However, you're doing things hopelessly wrong and will end up burning LEDs, and possibly even the Arduino.
Electronic components can die. It's a good idea to learn something before connecting random parts together.