Mr. Fani-Kayode, who was part of former President Goodluck Jonathan’s re-election campaign, was rearraigned alongside Nenadi Usman, a former minister of state for finance on a 17-count charge of money laundering and alleged diversion of N4.6 billion.
Others include one Danjuma Yusuf and a company, Joint Trust Dimension Nig. Ltd.
The defendants pleaded not guilty before Justice Rilwan Aikawa, a new judge.
The judge had taken over trial after Mr. Fani-Kayode applied for the previous one, Muslim Hassan, to recuse himself from the trial on the grounds that he was the EFCC officer who signed a criminal charge filed against him.
Mr. Hassan worked as an EFCC legal officer before his elevation to the bench.