Mid-infrared vibrational spectroscopy exploits characteristic infrared absorption features of molecules and chemical bondings, providing a powerful sensing tool to detect molecules. However, the challenge lies in the relatively weak light−matter interaction, leading to small absorption signatures. Plasmonic metasurfaces made of metal nanostructures are able to localize light, enhance light−matter interactions, and thus enable increasing mid-infrared light absorption by molecules. We demonstrate the enhancement of infrared absorption of vanillin molecules by plasmonic titanium nitride trench-based metasurfaces with a high aspect ratio, which outperforms that of silicon samples with similar geometrical parameters. A 70% extra absorption signal by plasmonic structures is due to stronger electric fields within the deep subwavelength trenches. Titanium nitride trench nanostructures may serve as a highly sensitive chemical sensing platform for mid-infrared absorption spectroscopy.