Someone ____ my umbrella from the café last Friday.

Explication

Last Friday points to a single finished action, so the past simple stole is required. Stolen is the past participle and appears only after have or a form of be, and stealed is not English at all, since this verb marks the past by changing its vowel rather than by adding -ed.