Davis hosted a petition drive Sunday night at the New Tabernacle of Faith Baptist Church on the city's North Side.
Davis became a candidate Saturday after he was endorsed by an organization called the Chicago Coalition for Mayor, a group of public officials and religious leaders.
Davis says he wants to improve the city's schools and its finances.