Start slowly and work up your speed. When you fumble slow down and work back up again. Books with thin pages, such as Bibles, can be frustrating--but with patience, anything is possible.
I tend to use my index finger to pick up a page and guide it across. My thumb touches the page at the beginning of the flip and my little finger at the end of the flip.