Yes, the mystery's explained. No, four white LEDs and resistor all in series would not light up from 5V, but Leon was connecting his LEDs in parallel, then adding a series resistor.
I'm surprised that the seller offers resistors for 5V operation. I usually see listings mentioning (1k) resistors for 12V operation.