Special forces police launched the operation at the house in the Meram district of Konya, in central Turkey, at 5:15 a.m. (0215 GMT) because they believed the terrorist cell was planning an attack, the agency said.
Police sealed off the area and approaching vehicles were searched after the clash, which occurred during raids conducted by the police on 10 different addresses in Konya, it said.
Five Kalashnikov rifles and a pistol were seized during the raid on the house, it added.
Ankara has detained more than 5,000 ISIS suspects and deported some 3,290 foreign terrorists from 95 different countries in recent years, according to Turkish officials.
(Writing by Daren Butler; Editing by Paul Tait, Robert Birsel)
Election Results for Lok Sabha Election 2019 will be out on May 23. Get the latest election news and live updates on ndtv.com/elections. Catch all the action on NDTV Live. Like us on Facebook or follow us on Twitter and Instagram for news updates from each of the 543 parliamentary seats for the election 2019