This work demonstrates the development of room-temperature curable and durable anti-soiling coating using fluorine functionalized mesoporous silica (F-SiO2) and silicone resin-based hydrophobic coatings. The use of silicone resin with a catalyst enabled room-temperature curing of the coating and enhanced its mechanical properties. The coating prepared from mesoporous silica and F-SiO2 exhibited contact angles of 102 degrees and 122 degrees, indicating a significant improvement in the wettability of F-SiO2-based coatings. Additionally, the transmittance values were 93 % and 94 %, respectively, which are comparable to those of bare PV cover glass. A soiling study of the fabricated coating was conducted in an outdoor environment for over one month. The results confirmed that the F-SiO2-based hydrophobic coatings showed a minimal transmittance loss compared to non-coated PV cover glass. The durability of the F-SiO2-based coating was confirmed by mechanical properties like adhesive strength (1.86 MPa) and hardness (4H). The photo-conversion efficiency of the F-SiO2 coated PV module was measured in an indoor soiling environment using wind cleaning action. It was observed that the module regained its photoconversion efficiency after only one minute of wind cleaning. These results indicate that the prepared coatings have a significant potential for practical application in PV industry.