Co-founder of King, owned by Activision Blizzard, will become the chairman, the Financal Times reported on Sunday.
Italian businessman Zacconi, who has led the game developer for more than 16 years, will resign his executive post effective July 1.
However, he will stay on as King's chairman to provide "guidance to the management" at both King and Activision Blizzard, according to the CNET.
Its parent firm Activision Blizzard was already one of the largest gaming publishers in the business when it acquired King Digital in 2016 for $5.9 billion.
Candy Crush game is reportedly one of the most profitable smartphone apps till date.