Step 1: Benzaldehyde does not have a hydrogen directly bonded to its carbonyl oxygen, so pure benzaldehyde itself is essentially neutral and will not turn blue litmus red.
Step 2: Aldehydes are air-sensitive. On standing in contact with atmospheric oxygen over time, an aldehyde slowly undergoes autoxidation at the carbonyl carbon-hydrogen bond.
Step 3: For benzaldehyde this aerial oxidation converts some of the sample into benzoic acid: \[C_6H_5CHO + \tfrac{1}{2}O_2 \xrightarrow{\text{air}} C_6H_5COOH\]
Step 4: Benzoic acid is a genuine carboxylic acid, so once it accumulates in an old, air-exposed sample of benzaldehyde, it turns blue litmus red.
Step 5: The root cause is the slow reaction of benzaldehyde with atmospheric oxygen, aerial oxidation.
\[\boxed{\text{Aerial oxidation of benzaldehyde to benzoic acid}}\]