cotton cake cot·ton·cake uncommon noun 1. the solid matter remaining after oil has been pressed from cottonseeds Synonymscottonseed cakecotton cake Related words Broader terms residue WordNet 2.1 (Princeton University). WordNet 2.1 Copyright Princeton University. All rights reserved.