Gutierrez, who is on loan from Newcastle United, tweeted his disappointment.
"Sad to see a not experience manager in charge."
Adams took over from Chris Hughton last month and is in temporary charge of the team until the end of the season.
Gutierrez was not in the squad at Stamford Bridge.