The Quantization Process is having a huge and effective influence a wide range of mechanics problems. The influence of quantization doesn't only eases mechanical problems but also enlarges the cybersecurity standards. Quantization and cryptography are two sorts of quantum processing that utilize the concept of qubits rather than bits. The thought of fast computations with quite one difficulty stage is more practical within the era of quantum information. The advancement of quantization processes has given rise to the science of utilizing quantum mechanical properties to hold out cryptographic norms within the field of cybersecurity. In the present paper, we attempt to utilize the concepts of quantization in image encryption which ends up in quantum cryptography. We plan a state-of-the-art image encryption scheme for digital datasupported quantum spinning and rotation matrices. As an easy practice, we use a matrix-supported two-dimension rotation matrix with real entries. This rotation matrix together with Trigonometric Chaotic Map (TCM) is implanted further into a desired sizeable matrix to implement for image encryption. The benchmark images are employed for encryption alongside a rotation matrix of the specified size and rotation angle. Results are displayed for analysis.