This is because it ends in an "e", but it's an "e" that doesn't follow a vowel. The rule in French is that nouns ending in an "e" that is not preceded by a vowel are generally masculine, with a few exceptions.
Here are some examples:
* Masculine: Le kiosque, le livre, le musée
* Feminine: La porte, la fenêtre, la chaise