TEL AVIV—Israeli Prime Minister Benjamin Netanyahu held a cabinet meeting in the Golan Heights for the first time on Sunday, declaring that Israel would never return the territory to Syria.

As another round of peace talks aimed at resolving the five-year Syrian conflict continued in Geneva, Mr. Netanyahu said it was time the international community recognized the Golan Heights as part of Israel.

“The...