Forest Ave used to be called "Railroad Ave", probably because it ran from Teaneck across the right-of-way on the Northern Railroad. It probably became "Forest" due to the thousands of trees that Phelps planted on his enormous estate. 
- Griffin et al, Dustin (2003). Englewood: Historical Sketches. Englewood Historical Society. p. 61.