The gunmen broke into the couple's house in the coastal Sirawai town and took them hostage around 5 p.m. on Friday, Xinhua quoted police officer Edwin de Ocampo as saying.
A neighbour of the couple, who is attached to the military, tried to rescue the hostages but was killed.
Five more villagers were also gunned down by the attackers as they escaped, De Ocampo added. He said a child was also wounded in the crossfire.
A rescue operation is on.
This is the second abduction incident in Sirawai town this year.
(This story has not been edited by Social News XYZ staff and is auto-generated from a syndicated feed.)
