He is also one of several ANC leaders who have been flagged by the party's integrity commission.
His comeback was confirmed by ANC chief whip Pemmy Majodina in a statement on Saturday afternoon.
Another controversial ANC leader who made the cut was former Rustenburg mayor Matthew Wolmarans.
Wolmarans lost his job as mayor after he was linked to the killing of whistleblower Moss Phakoe.
After initially being convicted of the murder, he was released after he successfully challenged his conviction.
Wolmarans will be replacing former labour minister Mildrent Oliphant who was the last former minister to resign from her position this week.
Former home affairs minister Siyabonga Cwele will be replaced by Alexandra Beukes, who is a former MEC in the Northern Cape.
Former minister of women in the Presidency Bathabile Dlamini will be replaced by Zandile Nkomo while former tourism minister Derek Hanekom will be replaced by Wilma Newhoudt-Druchen.