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Current policy debates on urbanization and climate change remain largely urban-centered, with attention focused on urban expansion, energy use, and industrial and transport emissions. Yet this framing may systematically misidentify where the climate costs of urbanization accumulate, because urbanization not only reshapes emissions within cities but can also generate substantial carbon burdens in rural areas through population mobility, rural construction expansion, and agricultural transformation. Identifying these overlooked rural carbon effects is therefore essential not only for measuring the true climate cost of urbanization, but also for understanding how urban-centered climate governance leaves a significant source of carbon growth outside its core field of vision. This study asks whether urbanization generates a substantial but underestimated rural carbon burden, through what broad processes that burden accumulates, and to what extent policy intervention can mitigate it. Using China as a policy-relevant case, we draw on county-level panel data and high-resolution land-use data from 2000 to 2023 and combine county-level panel modeling, high-resolution carbon accounting, channel decomposition, and policy scenario simulation to identify the scale, drivers, and policy-relevant trajectory of rural carbon burdens. The results show that existing urban-centered climate and urbanization frameworks systematically underestimate the carbon burden accumulating in rural areas, and therefore understate the true climate cost of urbanization. Rural areas bear a large and rising share of urbanization-related carbon costs, and in many places these costs are growing faster than those associated with urban expansion. Three broad processes drive this pattern. First, urbanization-induced shifts in rural factor allocation increase reliance on external inputs and raise agricultural emissions in major farming counties by 32%. Second, rural land development is more dispersed, less land-efficient, and more likely to consume high-carbon land, producing a per-unit land-carbon cost 2.8 times that of urban expansion. Third, urban-driven market shifts push rural production toward more carbon-intensive products and production modes, adding 24% to agricultural emissions in peri-urban and specialized farming areas. Scenario simulations further suggest that, under business as usual, these hidden rural carbon burdens will continue to grow. By contrast, reforms that promote more orderly population mobility, strengthen spatial regulation, curb low-density rural expansion, and protect high-carbon land could reduce future rural land-carbon costs by 35% and meaningfully slow the growth of production-related emissions. These findings suggest that the climate cost of urbanization is not confined to cities, but is also embedded in rural transformation. Treating cities as the sole target of carbon governance leaves a significant and governable source of carbon growth off the policy agenda. Climate-sensitive urbanization policy therefore needs to move beyond urban emission control toward coordinated governance of migration, rural construction, land regulation, and agricultural transition.