The hikers' names have not yet been released, while the Grand County Sheriff's Office investigates the accident. They are believed to have been on holiday in the area from California.
Delicate Arch is perhaps the park's best known rock formation.
The park holds over 2000 naturally occurring stone arches and is popular with hikers, who flock to see the remarkable stone features.
Park visitor numbers record 1.5 million tourists annually.
If you're visiting today, be prepared for wet conditions! While Arches can be beautiful in the rain, be cautious of slippery rock and check the weather conditions before heading out. (rj) pic.twitter.com/mrW43vKPDy