Maybe because its the most reliable offroad car. Africa and Australia are full of Landcruisers. Its the only SUV the United Nations buys for conflict areas, and they've bought 12000 in the last 5 years. that's 6 every day!

So maybe there are so many in Qatar because its a very tough & reliable vehicle and relatively inexpensive.