Reaction of iron(III) oxide with nitric acid
Yes, reacting iron(III) oxide with nitric acid would yield iron(III) nitrate.

$$\ce{Fe2O3 + 6HNO3 → 2Fe(NO3)3 + 3H2O}$$


  Iron(III) oxide react with nitric acid to produce iron(III) nitrate
  and water. Nitric acid - diluted solution. This reaction takes place
  slowly.(source)