Police say Morris assaulted the woman, but after several hours she was able to escape and reach a phone.
Warrants have been issued charging Morris with burglary, unlawful imprisonment and terrorist threatening.
Police say Morris has a violent past and should be considered dangerous.
Information from: The (Wilmington, Del.) News Journal, http://www.delawareonline.com