Players complained 14 spruce trees were in their sight lines from home plate.
The trees would sway in the wind and interfere with the batter's ability to lock in on pitches.
The team is removing the trees at Target Field.
The Twins say two of trees are being transplanted near the parking lot entrance.
Another tree will be auctioned online to benefit the Twins Community Fund.
Most of the other trees will go to the State Park system.