This might not be the reason but in the US a lot of land is privately owned undeveloped land. If you taxed undeveloped land you may incentivize the destruction of habitats of a lot of wildlife.

What do you mean? Where did it not catch on? In Belgium (Flanders) you pay taxes on unused property, whether it is a building or a vacant plot.