Okay, here some informations on minimum load - the specifications are from a powersupply I found in a newsgroup, don't know the exact model nor this doesn't mean that values are the same for all supplies. Here we go:
Voltage                  __Current (in Amperes)__
Regulation  Nominal V.   Min      Max     Abs.Max    Variance
 +5VDC          + 5.0        1.5      20.0      -           +-2%
+12VDC         +12.25     1.0       5.0      7.0        +-2%
+12VDC(Aux) +12.25     0.0       5.0      7.0        +-2%
 -5VDC           - 5.0         0.0       0.5      -           +-5%
-12VDC          -12.0        0.0       1.0      -           +-5%
So what the heck does it mean? The +5V and the +12V on this supply must have a minimum current of 1,5A / 1A.
So you need to draw 7,5W on the 5V-line (that you don't want to use at all) and 12W on the 12V-line. Alltogether 19,5W + amount the supply wastes for itself. I'd expect 30-40 Watt all together, but I'm not that sure about this.
Problem is that you don't exceed the minimum load that is demanded.
Maybe you'll have luck with your power-supply, don't know, but look if there is a minimum current shown on your supply! 

 If it doesn' stated there this doesn't mean naturally that it'd work without.