Karnataka Chief Minister Siddaramaiah, his deputy D K Shivakumar, Congress general secretary Randeep Singh Surjewala, along with party legislators and MPs, were on Tuesday taken into preventive custody after they decided to march towards Lok Bhavan as part of "Raj Bhavan Chalo" protest.