A general rule of thumb in chemistry is that metal oxides in
water will form acids:
CrO3+H2O -> H2CrO4.
In fact, Chromium Trioxide is often sold as Chromic anhydride,
that is, the anhydride of Chromic acid (take away water from
Chromic acid, and you have...)