Turkish officials arrested the commander of the Incirlik Air Base, which the U.S. uses to carry out airstrikes against Islamic State in Syria, for complicity in Friday’s coup attempt, U.S. and Turkish officials said Sunday.

A senior Turkish official said Gen. Bekir Ercan Van, the base commander, as well as 11 other service members from the base and a police officer, were placed under arrest.

The...