CRISPR/Cas9 technology has been widely adopted for genome editing in a wide range of organisms, including many fungi. Pyricularia oryzae is a filamentous fungal pathogen that causes the devastating rice blast disease. However, an efficient and cost-effective CRISPR/Cas9 system for the rice blast fungus has yet to be established. Here, we report an 84-bp arginyl (Arg)-tRNA promoter-driven CRISPR/Cas9 system, which enables efficient and cost-effective gene editing in P. oryzae. Preliminary screening of three tRNAs from the 179 predicted tRNAs in P. oryzae showed that two Arg-tRNA CRISPR/Cas9 cassettes reproducibly generated MoB56 disruption efficiently. Further, five genes located on distinct chromosomes, including two previously uncharacterized genes, were randomly picked up to test the efficiency of the Mo_tRNAArg24-gRNA-Cas9 cassette. Ppg1 is a gene essential to the pathogenicity and important for mycelial growth and conidiation of P. oryzae, which is located at chromosome 2 and exhibited a relatively low gene replacement rate (< 1/500) by the traditional gene replacement approach. By using the Mo_tRNAArg24-gRNA-Cas9 cassette, Ppg1 gene disruption rate was increased up to 75.9%. In addition, Bip2, an uncharacterized genes located close to the centromere of chromosome 4, was disrupted at 66.7%. For all the five tested genes, our Mo_tRNAArg24-gRNA-Cas9 cassette showed high gene disruption efficiency in P. oryzae, ranging from 66.7% to 100%. Importantly, it rarely induces Cas9 toxicity to P. oryzae. The Mo_tRNAArg24-gRNA-Cas9 cassette described in this study can be adopted as an alternative for functional genomics study in P. oryzae.