The output of U3 and Q3 should never turn the LED on dimly.
Maybe if the current-setting pot is at minimum, there is no load and U3 has a fairly high input offset voltage then the LED will be turned on. R17 sets the amount of minimum current regulation so it can be increased to 47, 56 or 68 ohms...