The dawn of cost-effective miniaturised satellites is currently attracting venture capital in a never seen before ratio to launch mega-constellations of satellites for a diverse range of applications. These satellites are vulnerable to attacks by high-capability cyber-criminals (including quantum enabled adversaries), due to the critical data they transmit. Additionally, space missions have long lifespan and a long lead time in terms of development process, requiring a pre-emptive outlook to ensuring their safety. In 2016, National Institute of Standards and Technology (NIST) initiated the competition to standardise the post-quantum cryptography (PQC) schemes, announcing the first portfolio of chosen schemes in 2022. This work targets the only public key exchange (PKE) scheme among the winners of the NIST-PQC standardisation process, CRYSTALS-Kyber, and implements its core bottleneck operation, i.e., number theoretic transform (NTT) extensively used for the polynomial multiplication. To avoid data corruption due to space based radiations, a novel error-resistant model for NTT is presented based on hybrid protection mechanisms, i.e., the use of hamming codes for detection and correction of errors in the twiddle factors and the use of parity computed for all NTT coefficients for error detection. Benchmarking error protection overheads on a Xilinx Virtex-7 FPGA reports 16.4% and 10.8% degradation on the hardware efficiency when the hamming codes for twiddle factors and parity bit for NTT coefficients are used to mitigate errors, respectively. A total of 29.2% area overhead is benchmarked when compared to the standard unprotected NTT implementations