Breast cancer (BC) remains one of the significant health issues across the globe, being diagnosed in millions of women worldwide annually. Conventional therapeutic options have substantial adverse effects due to their non-specificity and limited drug bioavailability. Niosomes, being novel drug delivery systems formed from non-ionic surfactants, with or without cholesterol and charge-inducing agents, are used as therapeutic options in treating BC. Their formulation by various methods enhances the therapeutic efficacy and bioavailability and minimises side effects. Niosomal formulation of tamoxifen exhibits target drug delivery with enhanced stability, whereas docetaxel and methotrexate show sustained and controlled drug release, respectively. 5-Fluorouracil, doxorubicin, paclitaxel, cyclophosphamide and epirubicin show improved cytotoxic effects against BC when combined with other agents. Furthermore, repurposed niosomal formulations of anti-cancer drugs show improved penetration, reduced tumour volume and significantly enhanced anti-tumour effect. This review article focuses on the composition of niosomes and their application in BC treatment and then examines how niosomes could contribute to BC research.