RNA binding proteins (RBPs) are key regulators of posttranscriptional processes such as RNA maturation, transport, localization, turnover and translation. Despite their dysregulation in various diseases including cancer, the landscape of RBP expression and regulatory mechanisms in human cancer has not been well characterized. Here, we analyzed mRNA expression of 1487 RBPs in ~6700 clinical samples across 16 human cancer types and found that there were significantly more upregulated RBPs than downregulated ones in tumors when compared to their adjacent normal tissues. Across almost all of the 16 cancer types, 109 RBPs were consistently upregulated (cuRBPs) while only 41 RBPs were consistently downregulated (cdRBPs). Integrating expression with the copy number and DNA methylation data, we found that the overexpression of cuRBPs is largely associated with the amplification of copy number, whereas the downregulation of cdRBPs may be a result of epigenetic silencing mediated by DNA methylation. Furthermore, our results indicated that cuRBPs could work together to promote cancer progression potentially through the involvement of splicing and translation machinery, while cdRBPs might function independently to suppress tumorigenesis.Additionally, we focused on colon cancer and identified several novel potential oncogenic RBPs, such as PABPC1L which might promote cancer development via regulating the core splicing machinery. In summary, we showed distinct expression landscapes, regulatory mechanisms and characteristics of cuRBPs and cdRBPs and implicated several novel RBPs in cancer pathogenesis. Moreover, our results suggest that the involvement of the core pre-mRNA splicing and translation machinery could be critical in tumorigenesis.