David Moyes' current side moved above his former side in the Premier League table after two second-half goals gave the visitors all three points at Selhurst Park
Both sides were level at the break but Van Persie converted a 62nd-minute penalty before Rooney, who had just signed a bumper new deal at Old Trafford, doubled the visitors' lead six minutes later.
The result moves David Moyes' side level on points with the Scot's former side, Everton, with United moving ahead in the Premier League table on goal difference.
|VIEW FROM SELHURST PARK
|By Liam Twomey at Selhurst Park
Win or lose, in glory or ignominy, this match was always going to be about Wayne Rooney. In the event, the Manchester United star celebrated his bumper new contract with a superb goal and a victory which eases the pressure on beleaguered boss David Moyes.
Rooney sprang into life after a largely uninspired 68-minute performance to double United's advantage after Robin van Persie had gleefully accepted a gift of a chance from Marouane Chamakh to open the scoring from the penalty spot just after the hour mark.
Once ahead, there were flashes of the trademark United incision and confidence trickling back - Van Persie was unlucky to rattle the crossbar with a fierce shot from a difficult angle - but this remains a shadow of the team which once viewed domination as a right.
For Palace, the prevailing feeling will be one of frustration, with one mistake taking away a game in which they always felt alive. Tony Pulis can at least take solace in the knowledge that his side remain well poised to avoid the drop - and that their season will not be decided by matches like this one.
For Tony Pulis' Palace, the defeat ends their run of three straight top-flight wins at home and keeps them firmly in the relegation picture.
Adnan Januzaj - part of a front four that also included Rooney, Van Persie and Juan Mata - threatened early on for the visitors, dragging a shot wide of Speroni's left-hand post.
And United enjoyed the better of the opening 15 minutes, keeping the ball well but failing to get in behind Palace until Januzaj jinked past Joel Ward - with the help of an arm - before firing home a strike that was ruled out by referee Michael Oliver.
But despite their array of attacking talent, Moyes' men struggled to break down a Palace side that came into the game unbeaten at home in the league this calendar year.
Rooney saw his delivery cleared off the line by Damien Delaney before Nemanja Vidic's follow-up flew over the crossbar.
At the other end, David De Gea was called into action just before the half-hour mark, getting down to his right to save Ward's deflected header.
Marouane Fellaini, making his first appearance since December, wasted an ideal opportunity to hand Moyes’ men a half-time lead but he curled his effort over the crossbar after a burst into the penalty area.
Jason Puncheon could also have done better with Glenn Murray's knockdown after the break - with the former Southampton man only managing a tame effort that De Gea easily smothered.
Murray then went close with an acrobatic effort just before the hour but, when Van Persie coolly fired home from the spot after 62 minutes, it took the wind out of Palace's sails somewhat.
The Dutchman swept home his spot-kick, after Chamakh had clumsily taken out Patrice Evra in the area, before Rooney doubled United's lead with 22 minutes remaining.
After Evra's cross sat up nicely for him, Rooney cut across the ball, diverting it past Speroni and into the Argentinian's top left-hand corner.
The England international's goal put the gloss on a much-needed United victory and serves Moyes' men as ideal preparation for their Champions League clash with Olympiakos on Tuesday.