A large section of Stanningley Park, near Intake Lane, was cordoned off on Saturday (June 26) after the woman reported the attack at about 8am.
Detectives arrested a man on suspicion of rape in relation to the incident on Sunday.
He was subsequently released on conditional bail and enquiries by Leeds District CID are ongoing.