The purpose of this Phase 1 portion of the study is to determine the safety and tolerability of TAK-573 monotherapy in participants with refractory multiple myeloma (MM) and Phase 2a portion of the study is to provide a preliminary evaluation of the clinical activity of TAK-573 monotherapy in participants with refractory MM.