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Metal supported catalysts are well-known for the effective conversion of carbon monoxide. Among different support materials that are generally employed, activated carbon-based materials are important because of their well-developed structural characteristics. This paper investigates the development of palladium (Pd) catalyst supported on activated carbon fiber cloth (CFC) as a potential scalable material for mitigation of environmental pollution by studying its carbon monoxide (CO) removal efficiency under ambient conditions. As a Pd source, the deactivated Pd/C catalyst was employed for the development of the Pd/CFC catalyst. Palladium was reduced using reducing agents of different reduction potential, i.e., sodium borohydride and formaldehyde. The catalysts were characterized using atomic absorption spectrometry, scanning electron microscopy, energy dispersive X-ray spectrometry, X-ray powder diffraction, BET surface area analyzer, temperature-programmed reduction and desorption, X-ray photoelectron spectroscopy, H2 chemisorption followed by CO efficiency studies. It was observed that the microporous nature of activated CFC affects the surface metal concentration of Pd0 and Pd+2 and accordingly, the CO conversion activity. The study involves testing the dependency of moisture towards the catalyst and noticed that a higher moisture level causes a reduction in the CO conversion efficiency due to pore blockage.