It is a conventional view that the profit tax has no impact on the output level and that firms' decisions in tax evasion and production are separable under a random audit scheme. With uncertain detection of tax fraud, we reexamine the issues of neutrality and separability. We can show that the profit tax is not necessarily neutral; meanwhile, the properties of independence and separability may not present.