There are certainly areas lacking in vegetation for natural reasons but much of the land is vegetatively sparse because the Vikings cut down all the trees:
> At the time of human settlement almost 1150 years ago, birch forest and woodland covered 25-40% of Iceland's land area
From: https://www.skogur.is/en/forestry/forestry-in-a-treeless-lan...