The case of Gold v. United States in 1956 revolved around the issue of whether or not a taxpayer, who had been convicted for tax evasion and ordered to pay a fine, could deduct that fine from his income taxes as an ordinary business expense. The petitioner, Mr. Gold, was a professional gambler who had failed to report all his gambling winnings on his federal income tax returns and was subsequently fined $10,000 by the court after being found guilty of willful attempt to evade or defeat tax under Section 145(b) of Internal Revenue Code. He then sought to deduct this amount from his gross income on subsequent return arguing it constituted an ordinary and necessary business expense under Section 23(a)(1)(A). However, the Supreme Court ruled against him stating that allowing such deductions would severely undermine statutory penalties by reducing their economic impact on offenders thus defeating Congressional intent behind imposing them in first place.

The dissenting opinion in the case of Gold v. United States argued that the majority's decision to uphold Gold's conviction for conspiracy to commit espionage was flawed. The dissenters believed that there was insufficient evidence presented at trial to prove beyond a reasonable doubt that Gold had entered into an agreement with others to transmit national defense information to a foreign government, which is required under federal law for a conviction on charges of conspiracy. They also took issue with the fact that much of the evidence used against Gold was circumstantial and based on hearsay, arguing this violated his constitutional rights. Furthermore, they disagreed with how broadly the majority interpreted certain provisions of federal espionage laws, warning it could lead to potential abuses by prosecutors and infringe upon individuals' civil liberties.