A three justice panel of the California Second District Court of Appeal issued its ruling Tuesday in Los Angeles.
The justices affirmed a probate judge's ruling that Joe Jackson didn't have standing to intervene in his son's estate.
Despite being excluded from his son's 2002 will, Joe Jackson had been seeking a say in the financial affairs.
The appeals court heard arguments in the case on Oct. 6.