The Odd One Out Riddle

Which word does not belong: Hat, What, Spat, That, or Chat?

Spat.

All the other words—Hat, What, That, and Chat—contain the word “hat” as part of their structure. However, Spat does not include “hat” within it, making it the odd one out.