You can parboil the broccoli if you prefer softer broccoli. To do this, heat a pot of water to boiling. Add the broccoli and boil for just one minute. Immediately drain in a colander. Once drained, transfer to a bowl on ice. This will stop the broccoli from cooking and cool it down quickly.