What you're looking for is probably "public domain sounds" (such that have no copyright attached to them).

You can find such a library (not too big yet). pdsounds.

This unfortunately is the only resource of such kind known to me.

Also I'd like to advertise the public domain military sound effects pack that I recently created. Links, description and preview in this thread (off-site link).