Spray the plant with Epsom salts (1 teaspoon dissolved in a spray bottle of warm water (about 4 cups).
That gives the pepper plant a boost of magnesium that is required at flowering time to produce fruit.
Spray them again 10 days later and in a few weeks, you will have more peppers than you can eat.