I would assume that this is due to Prop 13, which limits local property taxes to 1% of assessed value, which means that municipalities have to drive up the price of land if they want to collect more revenue. In most other places without these limits, the actual amount of property tax is more or less the same regardless of whether you live in an expensive or cheap city, and the latter just have higher rates to collect the revenue they need.