Konstantin Igumnov studied piano at the Moscow Conservatory, where in 1888 he enrolled as an auditor in the class of Alexander Siloti.
Alexander Siloti was a professor of piano at the Moscow Conservatory from 1888 to 1891, and Konstantin Igumnov was among his students.