The Black Eyed Peas star was driving his custom-made car through Hollywood when he was stopped by the police, reported E! Online.
His car was seized after he failed to provide proper documentation for the vehicle, which wasn't registered and did not have plates.
Will.I.Am reportedly told officers he was aware his ride wasn't road-ready, but he was desperate to drive it. The car has since been impounded.