Prime Minister Youssef Chahed said he had lost a brother and colleague who had died "doing a noble humanitarian act".
The marathon was held in the coastal town of Nabeul on Sunday to raise funds to build a cancer clinic for children.
Mr Chaker was appointed health minister last month in a major cabinet reshuffle.
More about: #Tunisia
