British singer Duffy spoke out for the first time in years on her Instagram on Tuesday, and said her disappearance from the spotlight happened after she was raped, drugged and held captive for days.

Duffy, the singer best known for the 2008 hit “Mercy,” made her first public-facing appearance this week since she claimed more than five years ago that she’d been kidnapped, raped and “held captive” ...