Former "Donna Reed Show" star Paul Peterson filed the original petition asking for the guardian.
Peterson is the head of a private group calling for the fair treatment of children in entertainment. However, the appeals court says Peterson has no legal standing to make the request.
A reality show about Suleman's family is scheduled to begin next month.
City News Service and the Associated Press contributed to this report.