Multi-Secret Image Sharing (MSIS) is an expanded version of SIS in which multiple secret images are shared secretly in the form of shares and reconstruction of the secret images are done using these shares. With advancement in technology, a huge amount of data is being generated per day, and a major portion of the data is in visual format, such as images or videos. To transmit them on a channel is not very secure unless an encryption mechanism is applied. MSIS scheme provides a convenient way to share multiple visual data simultaneously on the channel. Therefore, in this paper, we have proposed a novel Multi-Secret Image Sharing using Circularly-Shifted-XORed-Additive-Modulo (MSIS-CSXAM). The proposed scheme is more useful in real-world applications such as medical, entertainment industry, businesses, education field, etc. The proposed MSIS-CSXAM scheme is validated through experimental results and security analysis . The proposed MSIS-CSXAM scheme uses the concept of Circular-Shifting and XORed-Additive-Modulo, which makes it more feasible.