Rae hit four goals last term but has yet to find the net this season and is keen to get back on the scoresheet.
He said: "Everybody was pleased to see Eddie score because we know how hard he has been working. He was desperate to score and when the chance came he took it well.
"He'll have a little more belief in himself now and that's great for the team over the remaining matches.
"Now I'd love to score one. I've never finished a season with less than four. I had a decent chance against Doncaster, but their goalkeeper made a good save.
"I'm working to get into the right positions to score and I'll keep doing that. If the chance comes I'll do everything I can to take it."