Several Karnataka Congress leaders, including its president Dinesh Gundu Rao and leader of the opposition Siddaramaiah, were detained by the police here on Saturday, as they marched to besiege Chief Minister B S Yeddyurappa's office to protest against the alleged misuse of the police department by the BJP government in the state.