It sounds like you did not measure the voltage of a white LED. It is much more than 2V, probably between 2.8V and 3.5V. You said LEDs in plural. If you connect a bunch of white LEDs in parallel then since they all have different voltages, the LED with the lowest voltage will take all the current...