Borrowed from Middle French corps, from Old French corps, from Latin corpus (“body”), from Proto-Indo-European *kʷrép-o-, *kʷr̥p-eH₂- (“body”). The neuter gender is after Latin corpus.
Practice speaking and memorizing "korps" and many other words and sentences in Dutch.