The required documents for Amity University Kolkata education loan approval include the admission letter specifying fee details, scholarship confirmation, age proof, residential address proof, passport-size photos, academic qualification certificates, income proof or latest tax return of parents/guarantors, collateral details with valuation certificate if applicable, and bank account statements for the last six months. Additionally, for studies abroad, passport/visa copies and airfare details are needed.