Six of the peacekeepers from the MINUSMA mission were seriously wounded by the attack on the base in the town of Tessalit, spokesman Olivier Salgado told Reuters. He said it was unclear who was responsible.
France’s military said none of its soldiers were injured.
Kidal has been under the control of Tuareg rebels since an uprising in 2012, and tensions regularly flare between armed groups and the government.
The MINUSMA mission has over 13,000 troops in Mali to contain violence caused by various armed groups in the north and center of the country, including extremists linked to al Qaeda and Daesh (ISIL or ISIS).
The French army operates a separate anti-insurgent mission across West Africa’s arid Sahel region, where extremist and ethnic violence is worsening.