No, dilute Hydrochloric acid does not dissolve Copper. Copper is a relatively noble metal and does not react with dilute acids like Hydrochloric acid. However, concentrated Hydrochloric acid can dissolve Copper, especially in the presence of an oxidizing agent like Hydrogen Peroxide.