It could be that you have poor circulation and the blood is pooling and making your legs swell. Which makes your skin tight and itchy. If it becomes a regular problem, you should go see your doctor. Good luck!
The same thing happens to me sometimes but its usually when i play basketball or something, and I am damn skinny. So i dont think its a weight thing. But I am not regularly active, I think thats what it is.