It’s because muslims chew khat all day long which is an amphetamine.
Most Muslims have probably never heard of khat. It's popular in Somalia, Yemen and a few other Muslim countries, but it's essentially unknown elsewhere in the Muslim world. You'd have a lot easier time getting alcohol in Iraq or Afghanistan than you would khat.