Do I need to declare that I am eligible under the rules and am not disqualified from being a candidate/nominee?

Yes.  Please refer to Chapter 7, Part 4 of the Fair Work (Registered Organisations) Act 2009.  You also need to declare on the nomination form under the ‘candidate’s consent’ section.