Mislead means to lead someone astray or in a false direction through deception and other funny tricks.
"Joshua attempted to mislead his girlfriend by sending her on a fool's hunt."
Misled is the past tense of the word, mislead. It obviously means the action of leading someone astray that had happened in the past.
"I can't believe I got misled by such an unpleasant human."