Nouns ending in -eau are usually masculine, but l'eau is feminine.
Eau is one of the rare exceptions: learn it as it is.
FrenchTextbook teaches rules like this, in a full beginner course.
162 lessons, 4,000+ exercises, and 6+ hours of audio.
Try the first lesson free