Where can I buy cheap baby supplies near South Kensington?

We're staying in South Kensington and I need to find a store that sells inexpensive baby things. I lost my baby daughter's swaddle blanket and she can't sleep without it. Is there a department store or baby store near here that's reasonably priced?