The militants exploded a bomb in his house in the town of Kanaan, and fired mortars and rocket-propelled grenades at other houses and a Sunni mosque.
There are conflicting reports, but police in nearby Baquba said a total of 22 civilians died in the dawn attack.
The attackers then seized at least seven people before retreating.
Some of those kidnapped were women and children, residents said.
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