You are going to struggle a bit, I fear.
10 minutes walk. Amusingly priced:
A little closer, but the reviews are, um, mixed:
Ten minutes in a cab gets you to Bangkok in Bute Street. The food is excellent and even counting the cab fare you'll spend lots less: