To investigate the antitumor activities, as well as phytochemical constituents of Rabdosia latifolia C. Y. Wu et H. W. Li in Addenda ( R. latifolia) extracts, the light petroleum, dichloromethane, ethyl acetate, n-butanol, and water extracts from R. latifolia were determined by 3-(4,5-dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide (MTT) assays on MCF-7, HepG2, A549, Hela, and BGC-823 cells. We further examined cell cycle and apoptosis of the biologically active extracts on MCF-7 cells. The constituents of the biologically active extracts were determined using ultra-performance liquid chromatography/quadrupole time-of-flight mass spectrometry (UPLC-Triple-TOF/MS) and gas chromatography–mass spectrometric (GC–MS) analysis. MTT assays showed that the dichloromethane extract had an inhibitory effect on MCF-7 and BGC-823 cells and that at 50 µg/mL showed 9.9% ± 1.7% inhibition of MCF-7 cells and 81.7% ± 9.5% of BGC-823 cells, respectively. The data for cell cycle analysis clearly showed a significant block in the S-phase. The dichloromethane extract induced apoptosis of MCF-7 cells, and the cell apoptosis rate showed time and concentration effects. UPLC- Triple-TOF/MS analysis revealed the presence of 16 structurally characterized compounds in the dichloromethane extract, all of which were identified for the first time in this species. Ent-kauranoids, such as henryin (9) and its analogs, were the predominant compounds. Subsequently, GC–MS analysis showed the presence of 20 volatile compounds, including γ-sitostenone, β-amyrone, γ-tocopherol, and dotriacontane. Based on the results of this study and previous literature reports, it is concluded that the ent-kauranoids, such as henryin, were the predominant components of R. latifolia with antitumor activity.