Elevated rates of reactive oxygen species (ROS) have been detected in almost all cancers, where they promote many aspects of tumor development and progression. However, tumor cells also express increased levels of antioxidant proteins to detoxify from ROS, suggesting that a delicate balance of intracellular ROS levels is required for cancer cell function. Further, the radical generated, the location of its generation, as well as the local concentration is important for the cellular functions of ROS in cancer. A challenge for novel therapeutic strategies will be the fine tuning of intracellular ROS signaling to effectively deprive cells from ROS-induced tumor promoting events, towards tipping the balance to ROS-induced apoptotic signaling. Alternatively, therapeutic antioxidants may prevent early events in tumor development, where ROS are important. However, to effectively target cancer cells specific ROS-sensing signaling pathways that mediate the diverse stress-regulated cellular functions need to be identified. This review discusses the generation of ROS within tumor cells, their detoxification, their cellular effects, as well as the major signaling cascades they utilize, but also provides an outlook on their modulation in therapeutics.