Plenty of skydivers and base jumpers travel (with gear) to go jumping. The TSA might look at you funny* but there is certainly nothing illegal about carrying on a chute.

* Of course everything is always at the discretion of the TSA agent, they can prevent you from getting on a plane because they don't like the shirt you are wearing.