HELSINKI—Finland’s navy resorted to a rare public display of force on Tuesday when it dropped hand-held depth charges to warn off a suspected submarine detected in Finnish territorial waters.

The unconfirmed intrusion came at a time when the Baltic Sea region has seen a spate of airspace and maritime incidents that have coincided with a rise in tensions between Russia and the West.

Signs...