# He turned the sea into dry land; they went through the river on foot

This refers to the crossing of the Red Sea. 

# they went

The word "they" refers to God's people, the Israelites.

# we rejoiced

The word "we" refers to the Israelites, their ancestors, David, and the people he is speaking to.