Are aliens physically weak?

The grey alien guys make look spooky and sinister but what if you where to punch one or something would it just fall over?They are skinny and stuff and super tiny or super tall but even they are incrediably skinny.I would think they are really weak and frail except ive heard of cases where the aliens overpowered the human quite easily.