Using Office.Interop.Excel on machines where MS Office isn't installed

I have an application that uses Microsoft.Office.Interop.Excel, when I deploy it on machines where there isn't any version of MS Office I get the following error

I tried installing VSTOR as indicated in this so answer COM object with CLSID {00024500-0000-0000-C000-000000000046} is either not valid or not registered but this didn't solve the issue.