The paper contributes to current knowledge of climate change impacts on Indian agriculture by accounting for spatial features that may influence the climate sensitivity of agriculture. Using panel data over a 20-year period and on 271 districts, this study estimates the impact of climate change on farm level net revenue in India. The key findings reveal that there is a significant positive spatial autocorrelation and that accounting for this can improve the accuracy of climate impact studies.