Uncertain: * Some connect the word with invocō (“to invoke”), as if some kind of frequentative form; * Some derive the word from Proto-Indo-European *weyh₁-to- (“pursued”), from *weyh₁- (“to chase, pursue”).
Practice speaking and memorizing "invito" and many other words and sentences in Latin.