CRISPR-associated (Cas) protein systems have been increasingly incorporated in nucleic-acid diagnosis. CRISPR/Cas12a can cleave single-stranded DNA (ssDNA) after being guided to the target double-stranded DNA (dsDNA) with crRNA, making it a specific tool for dsDNA detection. Assisted by nucleic acid preamplification, CRISPR/Cas12a enables dsDNA detection at the attomolar level. However, such mandatory preamplification in CRISPR/Cas12a also accompanies the extra step of transferring preamplification products into the CRISPR/Cas12a system, which is not only cumbersome and time-consuming but also induces the risk of cross-contamination. Herein, we demonstrate a multiplex-crRNA strategy to enhance the sensitivity of the CRISPR/Cas12a system without any preamplification. This multiplex-crRNA strategy harnesses multiple sequences of crRNA which target different regions of the same dsDNA substrate in the same CRISPR/Cas12a system. Therefore, detection signals are accumulated without amplification, which augments the conventional detection limit. For application demonstration, the B646L gene from the African swine fever virus (ASFV), which is a dsDNA virus, is exemplified. The detection limit of the multiplex-crRNA system can be improved to ∼1 picomolar (pM) without amplification, which is ∼64 times stronger than the conventional single-crRNA system. The multiplex-crRNA system presented in this study, with slight modifications, can be generalized to other biosensing settings where preamplification is not readily available.