The Metropolitan Transportation Authority is running out of funds for a controversial program to renovate 32 subway stations and will scale it back as a result.

MTA chairman Joe Lhota said Monday that most of the program’s $936 million budget has been used for the 19 stations completed or under way. Mr. Lhota said costs rose after contractors began work on stations and discovered “infrastructure rot” that broadened the scope of work.

Under...