Prefiero leer las would be the correct answer.
The word novelas is feminine gender in Spanish (in English, such nouns don't have a gender, but in Spanish, nouns can be either masculine, feminine, or neuter). In this case, the noun is feminine, which means that you have to use the article las because it is plural form.
