Any in-app purchase will stop the video ads from appearing.
Note that this does not stop announcements from Glu about special events or sales related to Tap Sports Baseball itself.
If you have made a purchase and are still seeing ads, please contact Customer Care by going into "settings" and then tapping the "Customer Care" icon in game. Please make sure you provide your team name.