the reason the taxi fare is so high is based upon supply and demand. Most people have their own transport. To keep a fleet of taxis running costs a fare bit. If there are not sufficient customers, the few that are there, pay more.

as for the rich country question. Qatar is the 4th richest country in the world per population.