Lord Mandelson was arrested on Monday. He is 72 years old.
Police arrested him on suspicion of misconduct in public office. The Metropolitan Police confirmed his arrest.
He has since been released on bail. This means he is free to go while police continue their investigation.
The investigation into the alleged misconduct is still active.
Lord Mandelson was seen returning to his home in London early Tuesday morning.