The current needs lowering as it's over driving the leds.
Are you using a fixed current power supply?
Going by the suppliers spec to get optimal performance stay within their limits but you can run a lower voltage.
The main thing is to limit the current to 1200ma or less. If you overdrive them it will damage them.
Also you should have a larger heatsink than what you are using, heat is the biggest killer of led's.