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Commercial Loans - Summary of Classifications and Carrying Value of Commercial Loans (Details) (USD $)
Mar. 31, 2015
Dec. 31, 2014
Accounts, Notes, Loans and Financing Receivable [Line Items]    
Commercial loans $ 460,342,000us-gaap_LoansAndLeasesReceivableNetReportedAmountCommercial $ 566,927,000us-gaap_LoansAndLeasesReceivableNetReportedAmountCommercial
Commercial Loans at Fair Value    
Accounts, Notes, Loans and Financing Receivable [Line Items]    
Commercial loans 54,407,000us-gaap_LoansAndLeasesReceivableNetReportedAmountCommercial
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_CommercialLoansAtFairValueMember
166,234,000us-gaap_LoansAndLeasesReceivableNetReportedAmountCommercial
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_CommercialLoansAtFairValueMember
Commercial Loans Held-for-Investment, at Fair Value    
Accounts, Notes, Loans and Financing Receivable [Line Items]    
Commercial loans 72,619,000us-gaap_LoansAndLeasesReceivableNetReportedAmountCommercial
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_CommercialLoansHeldForInvestmentAtFairValueMember
71,262,000us-gaap_LoansAndLeasesReceivableNetReportedAmountCommercial
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_CommercialLoansHeldForInvestmentAtFairValueMember
Commercial Loans Held-for-Investment, at Amortized Cost    
Accounts, Notes, Loans and Financing Receivable [Line Items]    
Commercial loans 333,316,000us-gaap_LoansAndLeasesReceivableNetReportedAmountCommercial
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_CommercialLoansHeldForInvestmentAtAmortizedCostMember
329,431,000us-gaap_LoansAndLeasesReceivableNetReportedAmountCommercial
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_CommercialLoansHeldForInvestmentAtAmortizedCostMember
Commercial loans financed through Commercial Securitization entity $ 192,000,000rwt_LoansFinancedThroughSecuritization
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_CommercialLoansHeldForInvestmentAtAmortizedCostMember
$ 195,000,000rwt_LoansFinancedThroughSecuritization
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_CommercialLoansHeldForInvestmentAtAmortizedCostMember