This phase II trial is studying how well cediranib maleate works in treating patients with persistent, recurrent, or refractory advanced ovarian epithelial, peritoneal cavity, or fallopian tube cancer. Cediranib maleate may stop the growth of tumor cells by blocking blood flow to the tumor and by blocking some of the enzymes needed for cell growth.