It happened on Lacey Lane in the Nobles Pond community in Dover on Tuesday morning.
Troopers say a masked man approached a 28-year-old man, threatened him with a knife, sexually assaulted him and then fled toward a wooded area.
Police searched the area but did not find him.
So far, no arrests have been made.
The incident remains under investigation.