Castration-resistant prostate cancer (CRPC) contributes mostly to prostate cancer-specific mortality, and conventional castration therapy is almost ineffective, new therapies are needed. As a new potential anti-cancer drug, histone deacetylases (HDACs) inhibitors were demonstrated to be effective in inhibiting drug-resistance cancers in preclinical studies, but the results from clinical trials on CRPC patients were disappointing, and the reasons are unknown. In this study, we investigated the effect of suberanilohydroxamic acid (SAHA), a broad-spectrum pan-HDAC inhibitor, on proliferation, apoptosis, cell cycle progression in PC3 cells, and found that, unlike significant inhibiting effects at high-dose, low-dose SAHA significantly promoted PC3 cell growth. Further colony formation assay showed that the inhibitory effect of SAHA is also dependent on the treatment time, high-dose SAHA also exhibited promoting effect on PC3 cells when the treatment time was insufficient. However, this effect was not observed in another CRPC cell line, DU145, or another HDAC inhibitor, Trichostatin A (TSA). Our results indicate that, instead of inhibitory effect, SAHA would promote PC3 cell growth if the dose is low or the treatment time is insufficient, but this effect has not been observed in other CRPC cell line or HDAC inhibitors.