Town led United 1-0 on a crazy day at Elland Road thanks to Danny Ward's goal, but missed other chances to go further in front.
"It was a game of two halves," he said. "The disappointing thing for us is that we did well and had we got the second goal... We didn't take our chances and when they scored it really sent us reeling.
"The belief went from our back lads and it went throughout the side. It started to have a knock-on effect. We did well in the first half, the conditions were difficult for both teams but we had a foothold. We should have been out of sight."
The game was played amid a state of confusion at Elland Road, with Leeds manager Brian McDermott appearing to be sacked before the game and not attending, before the club said he remained in position.
Asked if the off-the-field antics had given Leeds' players any extra focus, Robins added: "It's difficult to say. Obviously they refocussed. From my perspective it didn't mean anything to me but I knew something was going on.
"You don't know (what effect it will have) until you start playing. The second half belonged to Leeds and we have to learn.
"I don't know the ins and outs of it, but Brian is a good man and any football club needs stability."
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- Jimmy Kebe
- Danny Ward