The term 'Taking Things Literally' refers to interpreting words or actions in their most basic sense, without considering any underlying meaning or context. The crossword solution for this term is 'THEFT', which can be interpreted as taking something without permission. This phrase is often used to describe someone who does not understand the figurative or metaphorical meaning of a phrase or statement.