Radical cleric Sufi Muhammad, who brokered a controversial peace deal in Pakistan's northwestern Swat valley, was on Thursday arrested along with his two sons and five leaders of his banned organisation, Tehrik-e-Nifaz-e-Shariah Muhammadi (TNSM).