Sargramostim and Paclitaxel Albumin-Stabilized Nanoparticle Formulation in Treating Patients With Advanced Ovarian Cancer, Fallopian Tube Cancer, or Primary Peritoneal Cancer That Did Not Respond to Previous Chemotherapy

RATIONALE: Colony stimulating factors, such as sargramostim (GM-CSF), may stimulate the immune system in different ways and stop tumor cells from growing and may also increase the number of immune cells found in bone marrow or peripheral blood and help the immune system recover from the side effects of chemotherapy. Drugs used in chemotherapy, such as paclitaxel albumin-stabilized nanoparticle formulation, work in different ways to stop the growth of tumor cells, either by killing the cells or by stopping them from dividing. Giving GM-CSF together with paclitaxel albumin-stabilized nanoparticle formulation may be an effective treatment for ovarian cancer, fallopian tube cancer, and primary peritoneal cancer. PURPOSE: This phase II trial is studying how well giving GM-CSF together with paclitaxel albumin-stabilized nanoparticle formulation works in treating patients with advanced ovarian cancer, fallopian tube cancer, or primary peritoneal cancer that did not respond to previous chemotherapy