With the sale of prolific Cristiano Ronaldo to Real Madrid leaving a hole in United's goals potential, Rooney is expected to take on a more central striking role this season as United aim for a fourth consecutive Premier League title.
Rooney, who scored 12 league goals last season, has played second-fiddle to Ronaldo in recent years, often doing the donkey work for the dazzling Portuguese.
But he showed a poacher's instinct on Sunday, tapping in after his header had rebounded off a post.
"Wayne took his goal well," Ferguson told MUTV. "The header was a good one and then he reacted the right way, he was quick to follow up. That gets him on the road to what we hope will be a very significant total for us this season.
"It is good if you can get two or three of your players to score more than 20 goals. Wayne's capable of that, we're not asking him to do the impossible."
While clearly revelling in his new role and his early goal, Rooney said he believed former Liverpool striker Owen would become a useful sidekick in United's attack.
"All the fans are delighted he's here playing," Rooney told Sky Sports. "You saw his movement when he came on. I'm not too sure if he was offside, I haven't seen it again, but the second one, he'll take chances like that if he gets them."
