化粧を落とす (remove makeup)

The collocation 化粧を落とす, using 落とす ('drop, take off, remove'). The verb 落とす also handles 汚れを落とす ('remove stains') and 体重を落とす ('lose weight') — its 'remove/reduce' sense is highly productive.