Additionally, recall that this is the canon Harry we're taking about. His stepmother hated and feared Lily and everything about her, and wanted her life not to be tainted by association with her, so it's unlikely that she'd keep a photo album with Lily in it just lying around. Also, given Harry's relationship with his wicked step-parents, they'd hardly dig out the photo album for him if it existed.