Indiana University-Purdue University Indianapolis (IUPUI) / Pancreatic ductal adenocarcinoma (PDAC) and colorectal cancer (CRC) are among the most commonly diagnosed forms of cancer in the United States. Due to their widespread prevalence and high mortality rate, it is vital to develop effective therapeutic drugs to combat these deadly diseases. In both PDAC and CRC, the multifunctional factor nuclear factor kappa B (NF-kB), a central coordinator of cellular immune responses, is activated abnormally, leading to tumorigenesis and cancer progression. Therefore, controlling NF-kB activity is critical in the treatment of these cancers. In a previous study, we identified a new mechanism by which NF-kB activity is regulated by an epigenetic enzyme known as protein arginine methyltransferase 5 (PRMT5). We showed that overexpression of PRMT5 not only activated NF-kB, but also significantly promoted several characteristics associated with cancer, including increased cell proliferation, migration, and anchorage-independent growth in both PDAC and CRC cells. Moreover, in order to examine the therapeutic potential of PRMT5 in these cancers, we adapted the state-of-the-art AlphaLISA technique into a high throughput screen (HTS) platform to screen for PRMT5 inhibitors. As a result, we successfully identified the small molecule PR5-LL-CM01 as our lead hit. Further validation experiments confirmed that PR5-LL-CM01 is a potent and specific PRMT5 inhibitor that exhibits significant anti-tumor efficacy in both in vitro and in vivo models of PDAC and CRC. Additionally, in a second screen, we discovered two natural compounds, P1608K04 and P1618J22, that can also function as the PRMT5 inhibitors. These findings further highlight the robustness of the PRMT5- specific AlphaLISA HTS technique. To conclude, we describe here for the first time a novel role of PRMT5 as a tumor-promoting factor in PDAC and CRC through NF-kB activation. By successfully developing and applying an innovative AlphaLISA HTS technique, we discovered PR5-LL-CM01, P1608K04, and P1618J22 as novel PRMT5 inhibitors, with PR5-LL-CM01 showing the strongest potency in both PDAC and CRC models. Therefore, we demonstrated that PRMT5 is a promising therapeutic target in PDAC and CRC, and the novel PRMT5 inhibitor PR5-LL-CM01 could serve as a promising basis for new drug development in PDAC and CRC.