Mukungubila, who ran unsuccessfully for president in 2006, said the attacks were in response to government harassment of his supporters.
Armed youths attacked the airport, a military barracks and the state television headquarters in Kinshasa on Monday before being repulsed by troops. The government had earlier said dozens were killed.