Brother from another Planet(1984)

Joe Morton is an escaped alien slave who crashes on Ellis Island, and settles in Harlem. 

Despite being mute and only having 3 toes, he finds a place to live, employment and love. 

Two “men in black” bounty hunters (John Sayles and David Strathairn) track him down but he is saved by other escaped alien slaves.