Trump campaigned across Florida, Iowa, and Kansas to defend Republican majorities ahead of Tuesday's vote.
A Harvard forecast gives Democrats a 96% chance to flip the House and a 76% chance to win the Senate.
Voter frustration over rising living costs has mounted following eight months of conflict involving Iran.
Democratic Representative Haley Stevens crossed party lines in Michigan to back Republican Mike Rogers.
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