If your step and direction signals are transposed, you can get this problem.
Have you programmed a feed rate? Look at the timing spec required by your driver. Are the step pulses too short?
If the acceleration is set incorrectly, that only affects starting and stopping.
Did the drivertest.exe program work correctly?