At least seven explosions and low-flying aircraft were heard around 2 a.m. local time Saturday in Venezuela’s capital, Caracas.

The United States hit Venezuela with a “large-scale strike” early Saturday and said its president, Nicolás Maduro, had been captured and flown out of the country after months of stepped-up pressure by...