The LT3080 also requires a negative power supply to work down to 0V. It has a 0.5mA minimum load current, which needs a negative power supply, at 0V.
Fortunately, there are ways to get a negative supply from a positive supply. How are you powering the circuit? Are you using mains or a battery?