EXHIBIT 23.1 INDEPENDENT AUDITORS' CONSENT We consent to the incorporation by reference in Registration Statement Numbers 33-74602, 33-81908, 33-91566, 333-47477 and 33-93765 of Atchison Casting Corporation on Form S-8 of our report dated September 1, 2000, appearing in the Annual Report on Form 10-K of Atchison Casting Corporation for the year ended June 30, 2000. /s/ Deloitte & Touche LLP Kansas City, Missouri September 26, 2000