The progressive collapse of RC buildings is investigated with a nonlinear analysis. The critical columns are instantaneously removed from the buildings to account for an extreme event destroying the columns. The damage states of buildings are in terms of the vertical displacements of the floor slabs. The fragility curves of loss of critical columns are developed for risk estimation.