A chemical investigation of the 95% EtOH extract of the seeds of Cephalotaxus fortunei var. alpina led to the isolation of nine new cephalotane-type norditerpenoids, ceforalides A-I (1-9), and two known analogues (10 and 11). Compounds 1-8 belong to a rare class of A-ring-contracted cephalotane-type norditerpenoids, of which compound 8 incorporates a unique tetrasubstituted 2,5-cyclohexadienone A-ring. Compound 9 is a rare 13,14-seco-17-nor-cephalotane-type diterpenoid. Their structures were determined based on NMR, HRESIMS, ECD, and X-ray diffraction analysis. Biological tests revealed compounds 10 and 11 displayed moderate antimalarial activity.