A chimeric antigen receptor (CAR) having an antigen binding domain capable of binding to extracellular domains of human GnRH receptor. The antigen binding domain can have a binding affinity and specificity similar to the GHR-106 antibody. Methods of making and using such CARs are provided. The CARs can be used to treat cancer.