Nope. It may well oxidise, but it's not something you should worry about.
Remembering way back to school chemistry lessons, rust (iron oxide) is a problem because it flakes off, exposing the metal underneath to more rusting. Copper oxide sticks to the copper, forming a protective layer against further oxidisation.