What you may be missing is that you are not really connecting the LEDs directly to the power supply- the ammeter acts as sa resistor - the more current the more voltage drop.
A constant current circuit- or sa substantial series resistance and the associated wasted power is highly recommended if you want to run the LEDs at near maximum current.