Why not pray to John The Baptist? He was greater than Mary.
Matthew 11, Verse 11:
Verily I say unto you, Among them that are born of women there hath not risen a greater than John the Baptist: notwithstanding he that is least in the kingdom of heaven is greater than he.
They do pray to St John the Baptist.