1 The affected side of the face may feel stiff, droop, and it becomes difficult for the eye to close. 2  Speaking of some severe causes of lip twitching, amyotrophic lateral sclerosis (ALS) comes into the discussion. 3  It is a neurological disorder that weakness the muscles, leading to disability, and eventually death.