Do people from Delaware have natural Southern accents?

It depends on where in Delaware, and what you consider a "Southern" accent. People who live in southern Delaware, particularly the western portion of Sussex County, have a definite twang and sound "Southern." People who live in northern Delaware often have a "Philly accent." Everyone else sounds pretty normal for the East Coast, although of course there are some terms specific to Delaware and certain words that we pronounce differently.