I'll go with Saudi Arabia. According to the latest info, Saudi Arabia has the 3rd largest military budget in the world spending $69.4bn USD a year. The only other Middle Eastern country in the top 15 is Turkey placed at #15 spending $18.2bn USD a year.
https://www.*.com/highest-military-budgets-countries-2018-5