Yes, deleted files can be recovered in Teams. See link below:

 

https://techcommunity.microsoft.com/t5/Healthcare-and-Life-Sciences/HLS-Show-Me-How-Recovering-Deleted-Files-in-Microsoft-Teams/ba-p/268791#.W88WkOxXF98.twitter