Albrighton is off contract in June and laid on the winner for his captain.
"We've been scoring goals like that in training and it's nice for it to come off in a game," said Delph.
"Marc Albrighton's been superb ever since he's come back.
"I kept going at it, managed to get the breakthrough, gave it to Marc and he was going to cut it back."
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