Are you using a momentary button or a momentary action? You should use only one or the other. Generally, I would recommend using a momentary button. If you use a momentary action on a normal button, the LED will still turn on and off every other time you press it.
If that doesn't do it, have a look at your synth and make sure it's set to sustain notes.