Circulating hybrid cells (CHCs) are a novel, rare cell population that harbor tumor and immune cell phenotypes and genotypes and are detectible in peripheral blood. Several recent reports implicated CHCs in the metastatic cascade and found their enumeration to provide better prognostic value than conventionally-defined circulating tumor cells (CTCs). However, methods for isolation and enrichment of CHCs are not well-studied or established. Here, we developed an ultrasensitive, antigen-independent platform leveraging the principles of magnetic levitation for the detection and isolation of disseminated neoplastic CHCs. For the first time, we demonstrate that CHCs can be magnetically focused to different levitation heights, under various paramagnetic conditions using a static levitation system, and we quantified the biophysical properties of CHCs (i.e., levitation heights). In addition, we investigated whether magnetic levitation approach can be combined with the affinity-based strategies to enrich CHCs under the magnetic field. Using clinical samples from breast and colorectal cancer patients, we demonstrated that neoplastic cells can be sorted with a magnetic levitation-based sorting device, without relying on any surface markers. Overall, we demonstrated the feasibility of the magnetic levitation method for unbiased enrichment of rare neoplastic-immune hybrid cells from peripheral blood specimens from cancer patients. This approach can be expanded to more clinical samples and cancer types to unprecedentedly explore the biology of rare neoplastic cells and develop metastasis-tailored therapies broadly impacting personalized and precision clinical treatments.