When a work is not covered by copyright (because the copyright term has expired, the creator has released the work, or the work was never copyrighted) it is in the public domain. The public then holds the rights to the work. You can also look at this comprehensive chart with variables that affect copyright duration in the US.
These sites provide access to public domain or creative commons licensed music.
These sites provide access to public domain or creative commons licensed sound effects.