 This phase II trial studies the side effects and how well dalantercept works in treating patients with ovarian epithelial, fallopian tube, or primary peritoneal cavity cancer that has returned. Dalantercept may stop the growth of tumor cells by blocking some of the enzymes needed for cell growth. Dalantercept may also stop the growth of tumor cells by blocking blood flow to the tumor. 