Filter accounts list to Include Deleted
Step 1: Navigate to Invoices and select Filters

Step 2: Tick ON to Include Deleted

Step 3: Select Deleted Invoice to Restore
As you can see below, you now have an invoices list that includes all previously deleted invoices.

Step 4: Under the More drop down select Restore Invoice

You will now be able to access and edit this Invoice.