PM Binali Yildirim earlier denounced an "illegal action" by a military "group", stressing it was not a coup. He said that the government remained in charge.
Traffic has been stopped from crossing both the Bosphorus and Fatih Sultan Mehmet bridges in Istanbul.
There are reports of gunshots in the capital Ankara.
Other reports said soldiers were inside buildings of the Turkish state broadcaster in Ankara.