He came on as a substitute and then started the second leg of the semi-final.
At 17, Walsh has now signed his first professional contract with Chelsea.
Earlier this season, Walsh made a late appearance in a Carabao Cup match against Lincoln City and came on as a substitute in a Champions League match against Ajax at Stamford Bridge.
