Nasal polyps can be difficult to get rid of permanently, but steroid medication can often help shrink them, and surgery to remove them can be carried out if medication doesn't help. The main treatments are: 1  corticosteroid nose drops or nasal sprays to shrink the polyps over a number of weeks or months.