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Simple Summary Reduced food intake significantly enhances healthy lifespan in both model animals and humans, and decreases the incidence of cancer and other age-related diseases. This beneficial effect is mediated by the cellular knock-on effects of reduced food intake. Interestingly, these effects differ between cancer and healthy cells because cancer cells have peculiar metabolic requirements. Some compounds called “caloric restriction mimetics” are able to recapitulate the effects of reduced food intake without impacting the nutritional status. Reduced food intake and these mimicking agents are both able to enhance responses to some chemotherapies, as well as to some regimens combining chemotherapy and immunotherapy. There are encouraging preclinical data supporting the use of reduced food intake or caloric restriction mimetics as an adjuvant to cancer chemo-immunotherapies. Clinical data are sparse, but generally favorable, and additional trials are ongoing. Abstract Caloric restriction and fasting have been known for a long time for their health- and life-span promoting effects, with coherent observations in multiple model organisms as well as epidemiological and clinical studies. This holds particularly true for cancer. The health-promoting effects of caloric restriction and fasting are mediated at least partly through their cellular effects—chiefly autophagy induction—rather than reduced calorie intake per se. Interestingly, caloric restriction has a differential impact on cancer and healthy cells, due to the atypical metabolic profile of malignant tumors. Caloric restriction mimetics are non-toxic compounds able to mimic the biochemical and physiological effects of caloric restriction including autophagy induction. Caloric restriction and its mimetics induce autophagy to improve the efficacy of some cancer treatments that induce immunogenic cell death (ICD), a type of cellular demise that eventually elicits adaptive antitumor immunity. Caloric restriction and its mimetics also enhance the therapeutic efficacy of chemo-immunotherapies combining ICD-inducing agents with immune checkpoint inhibitors targeting PD-1. Collectively, preclinical data encourage the application of caloric restriction and its mimetics as an adjuvant to immunotherapies. This recommendation is subject to confirmation in additional experimental settings and in clinical trials. In this work, we review the preclinical and clinical evidence in favor of such therapeutic interventions before listing ongoing clinical trials that will shed some light on this subject.