Morgan, made skipper after Test captain Alastair Cook was axed from the one-day squad following a sequences of low scores, tried to pull medium-pacer Mitchell Marsh but instead got an under-edge that was superbly held, one-handed, by diving wicketkeeper Brad Haddin.
Morgan's exit meant he'd scored just two runs in his last five innings.