It would perhaps have been more logical for him to claim that they were upset by the lack of a U.S. war in Syria.
early 15c., "based on reason," from logic + -al (1). Meaning "pertaining to logic" is c.1500. Attested from 1860 as "following as a reasonable consequence." Related: Logically.