To stop Instagram videos from auto-playing, open Profile → Menu (☰) → Settings and privacy → Media quality. Turn on “Use less cellular data” and disable “Autoplay on cellular” (if shown). This limits or stops videos from automatically playing while you scroll, especially on mobile data.