Johnson, scoring in the 81st minute, avoided two defenders and his shot was deflected into the goal.
Toronto FC lost its fourth straight game -- and has yet to score in its inaugural season in Major League Soccer.
Kansas City (3-1-0) moved into second place in the Eastern Conference.
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