how do I get back to the call in progress when I went to another screen?

I see the little phone flashing in the upper left hand corner but it does nothing.

Welcome to Android Central! Which phone, and which version of Android is it running? If you don't see a floating call icon on the homescreen, then swipe down the notification panel and see if there is a notification for the ongoing call. Tapping that should reopen the Phone app.