The Commission's staff are chosen and approved by both the indirectly elected Council (Member State government ministers) and the directly elected European Parliament[1]. The Parliament has forced the dissolution of the Commission before.

http://ec.europa.eu/atwork/basicfacts/index_en.htm#chooses