In practice, though, it's not that different to property taxes, just that the land is owned by some lord instead of the central government. The effect is just the same. Nobody really owns their land, whether leasehold or freehold. Ownership is really just a right to exclusive use in the best case.
As the old saying goes, if you want to know who really owns your land, stop paying taxes and find out.