Your solution may be undersaturated or have low supersaturation. If you leave it long enough, it will crystallise, due to evaporation. Sugar is problematic because of high viscosity, slow molecules making it less likely to form critical nuclei necessary for crystal growth. This slows everything down. Try my suggestion above and you may speed things up, but generally in crystallisation, the faster you force something to crystallise, the smaller the crystals.