For example, if I mislead someone into sending me a large amount of bitcoins (in the United States) would that be illegal?

If I did not force them to do anything, but they sent them anticipating me to send a product in return, but I never send it.

Would this be considered illegal considering no one would know whether the bitcoin address that received the bitcoins was my address?