Hi,
Here's the splash screen setting:
Normally you can change the minimize/maximize behavior in the shortcut properties (in Windows) but it doesn't appear to work for Reaper.
What you could do is use SWS Startup Actions.
The minimize reaper command ID is 41171
Add that to SWS Global Startup Actions and it should minimize Reaper after it opens (it will flash on your screen temporarily).