This study employs the use of statistical optimization for development of groundnut husk based medium for enhancement of cellulase production by Aspergillus niger. Initial screening of eleven medium components was carried out using Plackett–Burman design and response surface methodology (RSM) was then used to optimize the significant factors. The concentrations of four medium components that led to the maximum cellulase production as optimized using RSM were 1.60 % wheat flour, 0.04 % Urea, 0.006 % MnSO4·H2O and 0.06 % MgSO4·7H2O. The highest cellulase production in terms of CMCase FPase and β-glucosidase activities were 48.69, 16.70 and 9.85 U/g respectively following this optimization process. Thus, the results obtained in this study demonstrated the potential of utilizing groundnut husk as a substrate with minimal supplementation for enhanced cellulase production.