Quiescent cancer cells (QCCs) reversibly reside in G0 phase, thus allowing them to survive chemotherapy and radiotherapy, which generally target proliferating cells. Surviving QCCs may re-proliferate, and consequently result in cancer progression, recurrence, and metastasis. Therefore, understanding the key players governing QCC survival and activation is crucial for developing QCC-targeting agents. This review presents an overview of (1) the mechanisms underlying the regulation of QCC status and (2) recent advances in the development of QCC-targeting therapeutic agents and their underlying mechanisms. The development of effective therapeutic modalities that target QCCs may enable new cancer treatments to prevent cancer progression and recurrence.