Anaerobic digestion treatment of excessively growing aquatic weeds has been paid attention due to the energy recovery with low energy requirement. The effects of lignocellulosic components on anaerobic digestibility of terrestrial herbaceous plants have been extensively researched, not much work has been done on aquatic weeds. Because of the flexible structure, aquatic weeds' chemical compositions and anaerobic digestibility may differ from terrestrial plants. This study investigated the relationships between the amount and ratio of lignocellulosic components (cellulose, hemicellulose, and lignin) and the kinetic parameters (ultimate methane yield, maximum methane production rate, lag phase, and T80, which refers to the time required to produce 80% of the total methane) calculated using the modified Gompertz model. Negative correlations were found out not only between lignin contents and the ultimate methane yield but also between hemicellulose content and the maximum methane production rate. The correlations between cellulose/lignin and ultimate methane yield and between cellulose/hemicellulose and maximum methane production rate, suggesting these parameters were primarily regulated by the lignocellulosic ratios. The correlation between cellulose/lignin and ultimate methane yield including aquatic weeds and terrestrial plants was approximately fitted using the same equation. While the maximum methane production rate of aquatic weeds and terrestrial herbaceous plants was not fitted to one equation with cellulose/hemicellulose, correlated with cellulose/estimated xylose on the same equation. This might be because cellulose degradation was hindered by xylose owing to the bonding of cellulose to lignin, thus determining the degradation rate of cellulose. Therefore, while cellulose can be degraded and converted to methane, coverage by lignin and xylose limits cellulose degradability and thus regulated methane production from aquatic weed.