 Overwhelming preclinical and clinical evidence suggests that statins demonstrate anticancer properties and sensitize cancer tissues and protects normal tissues to the effects of radiation. Hence, the investigators hypothesize that the addition of rosuvastatin to standard CRT for the treatment of locally advanced rectal cancer may improve the pathological response rate. This protocol describes an open-label single-arm phase 2 study designed to test this hypothesis. Moreover, this study will also identify genetic, serological, and pathological biomarkers that may be both prognostic and predictive of response and toxicity to treatment. 