Olean was laid out in 1858.[2] The community was named after Olean, New York.[3] A post office was established at Olean in 1844, and remained in operation until it was discontinued in 1905.[4]
St. Paul Lutheran Church in Olean was recognized by the Indiana Senate in 2007 on its 150th anniversary.[5]