OK, I have replaced the fuse and I am now able to measure mAs too (thanks for the idea).
Here are the results, and what I am going to use:
Power supply: 4.5 V (3xAAA)
3 Ultrabright 3.6 V (manufacturer spec.)leds connected in parallel
1 68 Ohm resistor (placed it between the battery and the plus...