I have resolved this issue for myself. Firstly, I removed the previous installation and install a new driver, downloaded from the Epson website. It didn't work. I repeated this process twice with no avail. Run as Admin and Compatibility didn't work out as well.
Last, I again, run deinstallation for Epson Scan utility and then for 2 other Epson apps I found in the list of programs. I was rebooting my station each time after each deinstallation. Only then I run installation again, and it helped. No works as charm.
Windows 10 pro x64, v 1803