Jeremy Hayward (11th minute), Nicolas della Torre (35th), Harmanpreet Singh (50th) and Harish Somappa (52nd) scored for Soorma while Thierry Brinkman (5th), Sanjay (30th) and Gursahibjit Singh (50th) were on target for the Lancers.
India dominated all throughout but their goal-scoring woes continued for the second match in a row.
Germany struck twice with two minutes left in the match to wipe out a two-goal deficit and then prevailed over England in the penalty shoot-out to make a dramatic entry into the semi-finals of the Men's Hockey World Cup, in Bhubaneswar, on Wednesday.
India produced a lacklustre and disappointing performance in their second consecutive match to go down 0-2 to Germany and end their pool engagements on a winless note at the Hockey World League (Final), in Bhubaneswar on Monday.
An impressive Malaysia scored two goals on either side of the break to shut the door on England with a 4-2 win in their last league encounter at the Junior Men's Hockey World Cup at the Major Dhyan Chand Stadium, in New Delhi on Monday.
England scored through Will Calnan's (25th minute) field strike and penalty corner conversion by Luke Taylor (44th) to register the comfortable win.
A listless India slumped to a heart-breaking 0-1 defeat to hosts Malaysia in their last league match as they failed to reach the final of Sultan Azlan Shah Cup hockey tournament for the second consecutive year in Ipoh, Malaysia on Friday.
