Spherical dielectric particles, nanofibers, and nanorods have been widely used as embedded scattering objects in nanostructured thin film solar cells. Here we propose micron-scale rod-like dielectric particles as a more effective alternative to the spherical ones for light trapping in thin film solar cells. The superior performance of these micro-rods is attributed to their larger scattering efficiency relative to the spherical particles as evidenced by full-wave optical calculations. Using a one-pot process, 1.7 mu m-long bullet-shaped silica rods with 330 nm diameter are synthesized and their concentration in a N719-sensitized solar cell is optimized. A solar cell with an optimal concentration of rod-like particles delivers 8.74% power conversion efficiency (PCE), given the 6.33% PCE of the cell without any scattering particle. Moreover, a silver layer is deposited by chemical reduction of AgNO3 (Tollens' process) on the rear-side of the counter electrode, and hence the PCE of the optimal cell reaches 9.94%, showing 14% extra improvement due to the presence of the silver back-reflector. The rod-like scattering particles introduced here can be applied to other sensitized solar cells such as quantum-dot and organometallic perovskite solar cells.