Feb 4, 2017 - After that, reopen Windows Store and find Microsoft Solitaire Collection. (DO NOT open it or install); Click Win key + I to open Settings app. Microsoft Solitaire Collection should not appear in Start menu or other areas now. Step 3: Close all running programs and reboot your PC once. Step 4: Open the Store app, type Microsoft Solitaire Collection in the Store search box and then press Enter key to see Microsoft Solitaire Collection game in search results.