From Proto-Italic *wiktōr, from Proto-Indo-European *weyk- (“to overcome”). By surface analysis, vincō (“to conquer”) (supine stem vict-) + -tor.
Practice speaking and memorizing "victor" and many other words and sentences in Latin.