Raheem Sterling was set up by Palmer's reverse pass, and Issa Diop caught him inside the penalty area.
Palmer scored his ninth goal since joining the Blues in August, sending Fulham keeper Bernd Leno the wrong way with a well-executed penalty kick.
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