The abnormal results of SRCNN?

Thanks for you great work. I have a problem of the SRCNN model results. It seems that SRCNN performed poorly than bicubic method in all datasets. It may be somewhat strange that deep-learning-based method performed worse than interpolation. Could you provide any insight for this phenomenon?
I guess that SRCNN utilized the stride LR SM for input while bicubic do not? 