"I can't believe it to be honest," said Halfpenny, at the ceremony held at the First Direct Arena in Leeds.
"This is a really prestigious award. Just to be nominated is brilliant and I feel really privileged.
"Andy Murray was a very deserving winner. It was an amazing achievement by him."