We report the case of a 63-year-old man who underwent MRI and Ga-PSMA-11 PET/CT for biochemical recurrence localization after radical prostatectomy (serum PSA, 0.25 ng/mL) and describe the incidental discovery of a rectal adenocarcinoma. Immunohistochemical analysis showed PSMA staining in the tumor-associated neovasculature, but not in normal vasculature, or tumor cells. After surgical removal, he was treated with salvage radiotherapy to the postoperative prostate bed. This case example has several implications: the findings confirm the expression of PSMA in the tumor-associated neovasculature of a rectal cancer, nonprostate cancers' stroma may represent a potentially relevant target for nuclear theranostics.