Nobody mentioned it, but you can also simply use loc
with the index and column labels.
df.loc[2, 'Letters']
# 'C'
Or, if you prefer to use "Numbers" column as reference, you can also set is as an index.
df.set_index('Numbers').loc[3, 'Letters']