Itchy Workout Clothing?

Every time I try to go out for a run, I usually put on regular workout pants and a t-shirt, but every time I start running I get extremely itchy and uncomfortable. It seems like the way my clothes or the way the fabric feels against my skin just irritates it. Most of the irritation is around my backside and tummy. Could I have an allergy? What is this annoying itching?