DustCast is a heterogeneous ensemble model forecasting monthly dust concentrations across the Arabian Peninsula using open-source ERA5, MERRA-2, and IOD data. Combining MLR, KNN, DT, and RF weighted by RMSE, it achieves accuracy and captures seasonal dust patterns.