Infantino has not yet agreed to terms with FIFA but speaking to Switzerland's Blick newspaper, he said his salary "will be less than the two million francs (USD2 million, 1.8 million euros) people have speculated about."
Blatter, who was mired in scandal before being banned from FIFA, made USD 3.6 million in 2015.
Infantino described past dealings with FIFA's compensation committee as "insulting" and "completely arbitrary."
During the first two months of Infantino's tenure, which began in February, the compensation committee included former FIFA audit and compliance chief Domenico Scala, who has emerged as a fierce critic of world football's new president.
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Infantino said his pay could be finalised when the compensation committee meets again, with Scala no longer in the picture.
Reflecting on earlier negotiations when Scala was involved, the FIFA chief said: "I expected to talk to these people about my salary based on guidelines and defined processes and not to face a fait accompli by Mr. Scala without a discussion."
A FIFA inquiry last month cleared Infantino after investigating him over his use of private jets, personal expenses, hiring methods and the salary dispute.
Olympic issue
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Elsewhere in the interview, Infantino said he wanted to work with the International Olympic Committee (IOC) to address the "sensitive issue" of football at the Summer Games.
Men's football at the Olympics is largely for players under 23, with three overaged players allowed in each squad, while the women's tournament is a competition of the best in the sport. The men's format "is not a good solution," Infantino told Blick.
Infantino said "serious" discussions on the future of football at the Games were needed.
Brazil won the 2016 men's tournament at the just-concluded Rio Games, with Germany taking the women's gold medal.