How do I get candle wax off of color photographs?

I just pulled my parents’ wedding album out of a storage bin, and much to my dismay, the candles I had stored in the same bin melted all over the photo album. Does anyone know of a safe way to clean wax off of old color photos? (The photos were taken in 1974.)